{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering with PhenoGraph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
    "- Importing\n",
    "- Pre-Processing\n",
    "- Clustering with PhenoGraph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PhenoGraph is a graph-based clustering algorithm to identify sub-populations of cells in high-dimensional single-cell data in an unsupervised manner. The algorithm represents the underlying cellular population by a graph (or network) in which each cell is connected to other cells that are phenotypically similar. This graph is then clustered into distinct phenotypic communities, using modularity optimization. While it can be used for any sample size, PhenoGraph is especially powerful for large samples (thousands or hundreds of thousands of cells), where it is produces high-quality results without downsampling.\n",
    "\n",
    "See [our manuscript](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4508757/) for more details.\n",
    "\n",
    "Here, we demonstrate how to use PhenoGraph to cluster sub-populations of cells from the dataset *3k PBMCs from a Healthy Donor*, which is freely available from 10x Genomics (at this [webpage](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1.1.0/pbmc3k)) and also downloaded for this tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-10T17:17:15.783332Z",
     "start_time": "2020-09-10T17:17:15.780240Z"
    }
   },
   "source": [
    "## Importing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the steps below, we use the Scanpy package to process and illustrate transformations to our dataset. This requires us to convert our 10X data to an AnnData object, which is compatible with Scanpy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If you don't already have Scanpy installed for Python, run this cell.\n",
    "# It will also install Pandas as a dependency. \n",
    "# All other packages imported below are dependencies of PhenoGraph\n",
    "!pip install scanpy==1.6.0"
   ]
  },
  {
   "source": [
    "import warnings\n",
    "# To ignore Pandas Future Warning\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "import numpy as np\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import phenograph\n",
    "import copy\n",
    "from scipy import sparse\n",
    "from sklearn.metrics import adjusted_rand_score\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ],
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:04.730011Z",
     "start_time": "2020-09-21T19:53:03.333805Z"
    }
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:05.578992Z",
     "start_time": "2020-09-21T19:53:04.731653Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "scanpy==1.6.0 anndata==0.7.4 umap==0.4.6 numpy==1.19.2 scipy==1.5.2 pandas==1.1.2 scikit-learn==0.23.2 statsmodels==0.12.0 python-igraph==0.8.2 leidenalg==0.8.2\nphenograph== 1.5.7\n"
    }
   ],
   "source": [
    "sc.settings.verbosity = 0             # verbosity: errors (0), warnings (1), info (2), hints (3)\n",
    "sc.logging.print_header()\n",
    "print(\"phenograph==\", phenograph.__version__)\n",
    "sc.settings.set_figure_params(dpi=80, facecolor='white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:08.989729Z",
     "start_time": "2020-09-21T19:53:05.583326Z"
    }
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "AnnData object with n_obs × n_vars = 2700 × 32738\n    obs: 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_50_genes', 'pct_counts_in_top_100_genes', 'pct_counts_in_top_200_genes', 'pct_counts_in_top_500_genes'\n    var: 'gene_ids', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'"
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "#Directory where the 10X MEX-format gene-barcode matrices are stored\n",
    "path_to_10xdata = \"data/filtered_gene_bc_matrices/hg19/\"\n",
    "\n",
    "adata = sc.read_10x_mtx(path = path_to_10xdata,\n",
    "                        var_names = \"gene_symbols\",\n",
    "                        cache = True)\n",
    "adata.var_names_make_unique()  # this is unnecessary if using `var_names='gene_ids'` in `sc.read_10x_mtx`\n",
    "sc.pp.calculate_qc_metrics(adata, inplace = True)\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pre-Processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some basic pre-processing and analysis is required before using PhenoGraph. Below, we perform gene- and cell- filtering, library-size normalization, and log-scale transformation. If using your own dataset, you should perform any pre-processing before using PhenoGraph.</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Count Matrix Filtering\n",
    "We will first remove all genes which are not expressed in any cell, as well as low library size cells:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:09.095672Z",
     "start_time": "2020-09-21T19:53:08.991168Z"
    }
   },
   "outputs": [],
   "source": [
    "# Filter all genes with no expression in any cells\n",
    "adata_filtered_genes = sc.pp.filter_genes(adata, min_cells=10, copy = True)\n",
    "#Filter all cells with library size < 100\n",
    "adata_filtered = sc.pp.filter_cells(adata_filtered_genes, min_genes=100, copy = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-10T18:16:58.962792Z",
     "start_time": "2020-09-10T18:16:58.958990Z"
    }
   },
   "source": [
    "### Library Size Normalization\n",
    "Next, we normalize the library size of our cells (the summed rows of our counts matrix) to the median library size:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:09.226187Z",
     "start_time": "2020-09-21T19:53:09.096922Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Median library size is 2193.5\n"
    }
   ],
   "source": [
    "#Find median library size for our dataset and normalize\n",
    "med_libsize = np.median(np.sum(adata_filtered.X.toarray(), axis = 1))\n",
    "print(\"Median library size is \" + str(med_libsize))\n",
    "adata_norm = sc.pp.normalize_per_cell(adata_filtered, counts_per_cell_after = med_libsize, copy = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Removal of Mitochondrial and Ribosomal Protein Genes\n",
    "Although optional, we can also find and remove mitochondrial and ribosonal protein genes altogether from our dataset. We perform this step after library size normalization, so that we do not over-enrich genes in cells with high mitochondrial or ribosomal RNA content:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:14.699999Z",
     "start_time": "2020-09-21T19:53:09.227646Z"
    }
   },
   "outputs": [],
   "source": [
    "#Identify mitochondrial genes\n",
    "mito_genes = adata.var_names.str.startswith('MT-').tolist()\n",
    "#Identify ribosomal protein genes using a pre-compiled list\n",
    "with open('data/RB_genes_human.txt') as f:\n",
    "    ribo_genes = [s.strip(\"\\n\") for s in f.readlines()]\n",
    "#Remove mitochondrial genes and ribosomal protein genes\n",
    "adata_no_mito_RB = adata_norm[:, [gene not in mito_genes + ribo_genes for gene in adata_norm.var.index]].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log-Transformation\n",
    "Finally, we have chosen to transform our counts matrix to log-scale values using Scanpy's utility and default settings (log base $e$ and a pseudocount value of $1$). However, this is optional and will depend on the context of your dataset and analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:14.722450Z",
     "start_time": "2020-09-21T19:53:14.702095Z"
    }
   },
   "outputs": [],
   "source": [
    "#Log-transform our dataset using the default Scanpy utility\n",
    "adata_log1p = sc.pp.log1p(adata_no_mito_RB, copy = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Principal Component Analysis (PCA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PhenoGraph clustering is often performed after transformation according to Principal Component Analysis (PCA) of the data. PCA reduces the dimensionality of the original dataset while retaining most relevant, biological signal. For this, we typically use the first $n$ principal components that cumulatively explain a sufficient percentage of variance present in the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:18.957608Z",
     "start_time": "2020-09-21T19:53:14.724275Z"
    }
   },
   "outputs": [],
   "source": [
    "adata = adata_log1p\n",
    "adata = sc.tl.pca(adata, n_comps = 100, copy = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now take a look at the cumulative fraction of variance that is 'explained' by our principal components, in order. This plot is useful for deciding how many PCs we will ultimately include in our PhenoGraph clustering. In the following analyses, we will consider the first $n$ PCs which explain $20\\%$ of the variance in our dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:19.124797Z",
     "start_time": "2020-09-21T19:53:18.959013Z"
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 320x320 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 331,
       "height": 318
      }
     }
    }
   ],
   "source": [
    "# Cumulative variance explained:\n",
    "cml_var_explained = np.cumsum(adata.uns['pca']['variance_ratio'])\n",
    "x = range(len(adata.uns['pca']['variance_ratio']))\n",
    "y = cml_var_explained\n",
    "plt.scatter(x, y, s=4)\n",
    "plt.xlabel('PC')\n",
    "plt.ylabel('Cumulative variance explained')\n",
    "plt.title('Cumulative variance explained by PCs')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:19.129671Z",
     "start_time": "2020-09-21T19:53:19.126155Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Number of PCs that together explain a fraction of 0.2 of the variance: 50\n"
    }
   ],
   "source": [
    "# set the minimum cumulative fraction of variance explained\n",
    "min_cml_frac = 0.20\n",
    "# find the number of PCs that together explain the minimal cum. fraction of variance\n",
    "n_pcs = next(idx for idx,cml_frac in enumerate(cml_var_explained) if cml_frac > min_cml_frac)\n",
    "print('Number of PCs that together explain a fraction of ' + str(min_cml_frac) + ' of the variance: ' + str(n_pcs))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For now, we will proceed with the number of principal components found above. However, we recommend you ensure your clustering results from PhenoGraph are robust to this value, i.e. they do not fluctuate significantly with small changes in your choice in the number of PCs. For example, you might compare clustering results when using 20, 30, 40, 50, 60 or 70 PCs, while holding other parameters constant. </b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-10T19:04:27.113663Z",
     "start_time": "2020-09-10T19:04:27.110266Z"
    }
   },
   "source": [
    "## Clustering with PhenoGraph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Running PhenoGraph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The PhenoGraph algorithm comprises two major steps. First, an affinity matrix is constructed between all cells; by default, this is calculated from a k-nearest neighbor graph and applying the Jaccard similarity coefficient to all edge values. In the second step, this affinity matrix is used as an input to the [Louvain algorithm](https://arxiv.org/abs/0803.0476) for community detection in order to determine cell clusters. The Louvain algorithm tries to optimize the ratio of intra-cluster modularity score to inter-cluster modularity score, $Q$. This value is returned by PhenoGraph after completion along with the community assignments and a sparse representation of the graph used for clustering.\n",
    "\n",
    "PhenoGraph clustering can be run using `phenograph.cluster()`. Additionally, PhenoGraph is integrated into Scanpy and can be run from its external tools with the function `scanpy.external.tl.phenograph()` (documentation [here](https://scanpy.readthedocs.io/en/stable/external/scanpy.external.tl.phenograph.html)). In the example below, we cluster the cells in `adata` according to their position in principal component space, first using default parameter settings and $k=30$. We also store the results, as well as our chosen $k$, in `adata`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:23.014724Z",
     "start_time": "2020-09-21T19:53:19.131054Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Finding 30 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.23990583419799805 seconds\nJaccard graph constructed in 1.7566158771514893 seconds\nWrote graph to binary file in 0.5112221240997314 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.76027\nLouvain completed 21 runs in 1.2746293544769287 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.606476068496704 seconds\n"
    }
   ],
   "source": [
    "k = 30 # choose k\n",
    "sc.settings.verbose = 0\n",
    "communities, graph, Q = phenograph.cluster(pd.DataFrame(adata.obsm['X_pca']),k=k) # run PhenoGraph\n",
    "# store the results in adata:\n",
    "adata.obs['PhenoGraph_clusters'] = pd.Categorical(communities)\n",
    "adata.uns['PhenoGraph_Q'] = Q\n",
    "adata.uns['PhenoGraph_k'] = k"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To visualize the clustering results, you can apply any method for embedding data in a lower-dimensional space. Below, we use UMAP, which typically better preserves global connectivity compared to, for instance, tSNE. However, either could potentially be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:28.799499Z",
     "start_time": "2020-09-21T19:53:23.016272Z"
    }
   },
   "outputs": [],
   "source": [
    "sc.pp.neighbors(adata, n_neighbors=15, n_pcs=n_pcs)\n",
    "sc.tl.umap(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:29.091311Z",
     "start_time": "2020-09-21T19:53:28.801024Z"
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 320x320 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 324,
       "height": 296
      }
     }
    }
   ],
   "source": [
    "sc.pl.umap(\n",
    "    adata, \n",
    "    color=['PhenoGraph_clusters'],\n",
    "    palette='tab20', # 'palette' specifies the colormap to use)\n",
    "    title=[\"Clusters\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Choice of Parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PhenoGraph takes one parameter $k$ as an input to construct its k-nearest neighbor graph. In general, smaller $k$ values will produce more clusters, splitting a dataset with higher resolution, but at the risk of \"over-clustering\" -  erroneously partitioning clusters based on differences which aren't biologically meaningful. In contrast, higher values of $k$ will lead to a lower-resolution clustering which is more robust to the specific choice of $k$, but may lump together biologically distinct sub-clusters and sacrifice information. Below, we show different cluster assignments for increasing values of $k$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:53:50.508898Z",
     "start_time": "2020-09-21T19:53:29.092636Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Finding 25 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.2265150547027588 seconds\nJaccard graph constructed in 1.53731107711792 seconds\nWrote graph to binary file in 0.3417189121246338 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.762885\nLouvain completed 21 runs in 1.130506992340088 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.0565361976623535 seconds\nFinding 50 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.1951291561126709 seconds\nJaccard graph constructed in 1.9210131168365479 seconds\nWrote graph to binary file in 0.7027530670166016 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.74316\nLouvain completed 21 runs in 1.306150197982788 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.838047027587891 seconds\nFinding 75 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.18799877166748047 seconds\nJaccard graph constructed in 2.5786349773406982 seconds\nWrote graph to binary file in 0.8298728466033936 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.731569\nLouvain completed 21 runs in 1.3203010559082031 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 5.643928050994873 seconds\nFinding 100 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.19765019416809082 seconds\nJaccard graph constructed in 3.794471263885498 seconds\nWrote graph to binary file in 1.2203760147094727 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.722704\nAfter 2 runs, maximum modularity is Q = 0.725871\nLouvain completed 22 runs in 1.8215608596801758 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 7.757399082183838 seconds\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1545.6x320 with 4 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 1283,
       "height": 299
      }
     }
    }
   ],
   "source": [
    "k_vals = np.arange(25, 101, 25)\n",
    "\n",
    "for k in k_vals:\n",
    "    communities, _, Q = phenograph.cluster(pd.DataFrame(adata.obsm['X_pca']), k=k)\n",
    "    adata.obs['PhenoGraph_clusters_k_' + str(k)] = pd.Categorical(communities)\n",
    "    adata.uns['PhenoGraph_Q_'+str(k)] = Q\n",
    "    adata.uns['PhenoGraph_k_'+str(k)] = k\n",
    "    \n",
    "sc.pl.umap(\n",
    "    adata, \n",
    "    color=['PhenoGraph_clusters_k_' + str(k) for k in k_vals],\n",
    "    palette='tab20' # 'palette' specifies the colormap to use)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> The optimal value of $k$ will ultimately depend on your dataset and type of analysis. </b> If your objective for clustering is to identify specific, small sub-populations, rather than creating a globally useful partitioning of cells, it is reasonable to limit the size of $k$. Alternatively, if your goal is to find an optimally robust cell grouping, you should choose a $k$ value that does not dramatically change cluster assignments as $k$ varies.\n",
    "\n",
    "In general, it is a good practice to ensure your clustering result is robust to the choice of $k$ within a reasonable window of $k$ values. For example, if you use $k = 30$ to identify sub-populations of cells, then it is desirable to show that the clustering result is maintained for $k = 20, 40, 50, 60$. One can quantitatively show similarity between clustering results for various values of $k$ using metrics such as Rand Index, Normalized Mutual Information or the F-Score.\n",
    "\n",
    "We will first define a function `calc_clustering_characteristics` which will run PhenoGraph and collect the $k$ value as well as the cluster assignments, Q score and the number of components (explained below) associated with a given value of $k$, and run function for many values of $k$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:55:26.640746Z",
     "start_time": "2020-09-21T19:53:50.510058Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Finding 10 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.21105003356933594 seconds\nJaccard graph constructed in 1.4385302066802979 seconds\nWrote graph to binary file in 0.05964493751525879 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.786354\nAfter 13 runs, maximum modularity is Q = 0.787648\nLouvain completed 33 runs in 1.4697449207305908 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.8924760818481445 seconds\nFinding 15 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.1593170166015625 seconds\nJaccard graph constructed in 1.373222827911377 seconds\nWrote graph to binary file in 0.23760080337524414 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.773182\nAfter 3 runs, maximum modularity is Q = 0.775279\nLouvain completed 23 runs in 1.0398149490356445 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.4819703102111816 seconds\nFinding 20 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.15990805625915527 seconds\nJaccard graph constructed in 1.325974941253662 seconds\nWrote graph to binary file in 0.2913227081298828 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.764863\nAfter 2 runs, maximum modularity is Q = 0.7677\nLouvain completed 22 runs in 1.09891676902771 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.5432162284851074 seconds\nFinding 25 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.1555020809173584 seconds\nJaccard graph constructed in 1.3533411026000977 seconds\nWrote graph to binary file in 0.3155679702758789 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.753161\nAfter 2 runs, maximum modularity is Q = 0.761552\nAfter 3 runs, maximum modularity is Q = 0.762593\nLouvain completed 23 runs in 1.215918779373169 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.712031126022339 seconds\nFinding 30 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.17174482345581055 seconds\nJaccard graph constructed in 1.42250394821167 seconds\nWrote graph to binary file in 0.3207979202270508 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.759481\nLouvain completed 21 runs in 1.041780948638916 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.6391549110412598 seconds\nFinding 35 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.16971993446350098 seconds\nJaccard graph constructed in 1.5609500408172607 seconds\nWrote graph to binary file in 0.4828310012817383 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.754323\nLouvain completed 21 runs in 1.1663832664489746 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.058942794799805 seconds\nFinding 40 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.17620491981506348 seconds\nJaccard graph constructed in 1.6194088459014893 seconds\nWrote graph to binary file in 0.39737796783447266 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.749064\nAfter 2 runs, maximum modularity is Q = 0.751327\nLouvain completed 22 runs in 1.2050707340240479 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.064328908920288 seconds\nFinding 45 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.16456294059753418 seconds\nJaccard graph constructed in 1.6678478717803955 seconds\nWrote graph to binary file in 0.5579609870910645 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.745146\nAfter 3 runs, maximum modularity is Q = 0.74717\nLouvain completed 23 runs in 1.2511622905731201 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.316752195358276 seconds\nFinding 50 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.15975093841552734 seconds\nJaccard graph constructed in 1.7686662673950195 seconds\nWrote graph to binary file in 0.4454798698425293 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.743006\nLouvain completed 21 runs in 1.2548208236694336 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.308474063873291 seconds\nFinding 55 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.18104076385498047 seconds\nJaccard graph constructed in 1.9201111793518066 seconds\nWrote graph to binary file in 0.6264090538024902 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.738782\nLouvain completed 21 runs in 1.1875157356262207 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.590589761734009 seconds\nFinding 60 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.16333580017089844 seconds\nJaccard graph constructed in 1.9774200916290283 seconds\nWrote graph to binary file in 0.6463718414306641 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.736897\nLouvain completed 21 runs in 1.279040813446045 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 4.740250110626221 seconds\nFinding 65 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.17046666145324707 seconds\nJaccard graph constructed in 2.2988150119781494 seconds\nWrote graph to binary file in 0.6813449859619141 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.734945\nLouvain completed 21 runs in 1.2936570644378662 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 5.132852792739868 seconds\nFinding 70 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.16774487495422363 seconds\nJaccard graph constructed in 2.3009121417999268 seconds\nWrote graph to binary file in 0.681751012802124 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.733444\nLouvain completed 21 runs in 1.281466007232666 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 5.108150005340576 seconds\nFinding 75 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.16532683372497559 seconds\nJaccard graph constructed in 2.3706088066101074 seconds\nWrote graph to binary file in 0.8679828643798828 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.731846\nLouvain completed 21 runs in 1.393615961074829 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 5.467341899871826 seconds\nFinding 80 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.17523193359375 seconds\nJaccard graph constructed in 2.804752826690674 seconds\nWrote graph to binary file in 0.8135659694671631 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.730603\nLouvain completed 21 runs in 1.595890998840332 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 6.150062799453735 seconds\nFinding 85 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.17204880714416504 seconds\nJaccard graph constructed in 2.9443681240081787 seconds\nWrote graph to binary file in 1.0233640670776367 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.728724\nLouvain completed 21 runs in 1.5027062892913818 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 6.305538892745972 seconds\nFinding 90 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.1752610206604004 seconds\nJaccard graph constructed in 2.9543561935424805 seconds\nWrote graph to binary file in 1.0236022472381592 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.727439\nLouvain completed 21 runs in 1.4748039245605469 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 6.368121862411499 seconds\nFinding 95 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.17039704322814941 seconds\nJaccard graph constructed in 3.1325087547302246 seconds\nWrote graph to binary file in 0.916921854019165 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.726902\nLouvain completed 21 runs in 1.615818977355957 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 6.535149097442627 seconds\nFinding 100 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.17734718322753906 seconds\nJaccard graph constructed in 3.3838038444519043 seconds\nWrote graph to binary file in 1.17094087600708 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.725839\nLouvain completed 21 runs in 1.8067681789398193 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 7.243279218673706 seconds\n"
    }
   ],
   "source": [
    "# define a function that will give us the relevant output for the input k\n",
    "def calc_cluster_characteristics(k, PCA):\n",
    "    results = pd.Series(dtype = 'float64')\n",
    "    results['k'] = k\n",
    "    results['communities'], results['graph'], results['Q'] = phenograph.cluster(PCA, k=k)\n",
    "    results['components'], _ = sparse.csgraph.connected_components(results['graph'], directed = False)\n",
    "    return results\n",
    "\n",
    "ks = np.arange(10, 101, 5)  # This is the range of k values we will look at\n",
    "cluster_chars_list = [calc_cluster_characteristics(k, adata.obsm['X_pca']) for k in ks]\n",
    "cluster_characteristics = pd.concat(cluster_chars_list, axis = 1).transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below, we plot the changes in various metrics for different $k$ values. \n",
    "\n",
    "On the left, we show the number of 'components' (i.e. the disconnected subgraphs) for each value of $k$; a $k$ value should be selected that has only one component, and therefore no disconnected subgraphs. For example, for our dataset, a $k$ value should be selected greater than ~15.\n",
    "\n",
    "On the right, the Q-modularity score (see PhenoGraph paper) is shown for each $k$. This value is generally used as a measure of the success of the community detection algorithm. As $k$ is increased from 0, it typically drops immediately and then only slightly decreases after a certain point. However, in the case of homogeneous data with little structure, you may see a constant rapid decay in Q score. The plot below is not needed to select a good $k$ value, but is informative about the modularity of your data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:55:26.942211Z",
     "start_time": "2020-09-21T19:55:26.642504Z"
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1120x400 with 2 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABpEAAALdCAYAAADEaEteAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAABibAAAYmwFJdYOUAADHNUlEQVR4nOzdeVhV5f7//9dCQHAAVBQVB3LMGc201BzT1DS1Qc2ch0xPacOnPGmnOcsyMwdKKmfLyswGh3KeMitTHHKeB0BEVJAZ1u8Pf+yvtAUZ9mKj+/m4Lq4We93rvt+wznUutq99v5dhmqYpAAAAAAAAAAAA4Dpuzi4AAAAAAAAAAAAAhQ8hEgAAAAAAAAAAAOwQIgEAAAAAAAAAAMAOIRIAAAAAAAAAAADsECIBAAAAAAAAAADADiESAAAAAAAAAAAA7BAiAQAAAAAAAAAAwA4hEgAAAAAAAAAAAOwQIgEAAAAAAAAAAMAOIRIAAAAAAAAAAADsECIBAAAAAAAAAADADiESAAAAAAAAAAAA7BAiAQAAAAAAAAAAwA4hEgAAAAAAAAAAAOwQIgEAAAAAAAAAAMAOIRIAAAAAALeAkJAQGYahnj17OmzOjRs36tFHH1XFihXl6empChUqqGPHjlq0aJFM03TYOgAAALg1GSZ/FQIAAAAAUKjt379fzZo1U1xcnHr06KFly5blaz7TNPV///d/mjJlSpZjOnbsqO+++04lS5bM11oAAAC4dbETCQAAAACAQuz48ePq0qWL4uLiHDbnxIkTbQFS2bJl9eqrr+qrr77SpEmTVL16dUnS6tWr9cQTT7AjCQAAwIWxEwkAAAAAgEJq8+bN6t27tyIiImyv5Xcn0tGjR1WnTh2lpKSoatWq2rp1qwIDA23n4+Li1L17d23YsEGStGTJEj3yyCN5Xg8AAAC3LnYiAQAAAABQyCQnJ+vdd99V+/btMwVIjvDRRx8pJSVFkjR16tRMAZIklShRQl9//bWKFSsmSXrnnXccuj4AAABuHYRIAAAAAAAUImvWrFHdunU1fvx4paamyt3dXRMmTHDI3KZp6ptvvpEkBQYGqkePHjccV65cOfXp00eStHPnTh0+fNgh6wMAAODWQogEAAAAAEAhsnDhQh09elSSVLduXW3dulXDhw93yNx79+5VVFSUJKlDhw4yDCPLsR06dLAdr1ixwiHrAwAA4NZCiAQAAAAAQCFTpkwZTZkyRTt37lSzZs0cNu+ePXtsxw0aNMh2bL169WzHYWFhDqsBAAAAtw53ZxcAAAAAAAD+n6efflohISG2ZxI50okTJ2zHQUFB2Y6tXLmy7fjkyZMOrwUAAACFHyESAAAAAACFSNOmTS2bO6OVnST5+/tnO7Z06dK24+joaMtqAgAAQOFFiFSIFS9eXCkpKSpXrpyzSwEAAHAJ58+fl4eHh65eversUgDAEvHx8bZjLy+vbMcahiFPT08lJydnui47lSpVyvLcuXPn5O7uzntcAACAAuKI97iESIVYSkqK0tLSnF3GbS0lJUWS5OHh4eRKYDXutevgXrsO7rVrKOj7zN9eAG53Gf+/KklFixa96fiiRYsqOTlZqamp+V7bNE2lpaVlqgEAAADWccR7XEKkQizj01lnzpxxciW3r927d0uSGjZs6ORKYDXutevgXrsO7rVrKOj7nN0n6AHgduDt7W07Tk5Ovun4pKQkSZKnp2eO5s/u/WvG/8fyHtc6/H3kOrjXroN77Tq4167hVnyP6+aAOgAAAAAAwC2gRIkStuPExMRsx5qmaQuarg+fAAAA4DoIkQAAAAAAcBGlSpWyHUdHR2c79uLFi7ZjnmMEAADgmgiRAAAAAABwEbVr17Ydnzp1Ktux158PCgqyqiQAAAAUYoRIAAAAAAC4iHr16tmO9+3bl+3Y6883aNDAspoAAABQeBEiAQAAAADgImrWrKnAwEBJ0vr167Mdu3btWttxu3btLK0LAAAAhRMhEgAAAAAALsIwDD3yyCOSpKNHj2r58uU3HBcZGamvv/5aklS/fv1MO5gAAADgOgiRAAAAAABwIc8884yKFi0qSXryySd19OjRTOfj4uLUp08fJSQkSJL+7//+r8BrBAAAQOFAiAQAAAAAwG2kbdu2MgxDhmFo7ty5dudr1Kih//73v5Kkc+fO6a677tLLL7+sxYsXa/LkyQoODtbGjRslSffff78GDBhQkOUDAACgEHF3dgEAAAAAAKBgvfbaa4qOjtaMGTN0+fJlvffee3Zj2rRpoyVLlsjNjc+fAgAAuCr+EgQAAAAAwMUYhqHp06dr3bp16t27twIDA+Xh4SE/Pz+1bdtWs2fP1rp16+Tr6+vsUgEAAOBE7EQCAAAAAKCQCwoKkmmaORq7YcOGHM/brl07tWvXLo9VAQAA4HbHTiQAAAAAAAAAAADYIUQCAAAAAAAAAACAHUIkAAAAAAAAAAAA2CFEAgAAAAAAAAAAgB1CJAAAAAAAAAAAANghRAIAAAAAAAAAAIAdQiQAAAAAAAAAAADYIUQCAAAAAAAAAACAHUIkAAAAAAAAAAAA2CFEAgAAAAAAAAAAgB1CJAAAAAAAAAAAANghRAIAAAAAAAAAAIAdQiQAAAAAAAAAAADYIUQCAAAAAAAAAACAHUIkAAAAAAAAAAAA2CFEAgAAAAAAAAAAgB1CJAAAAAAAAAAAANhx6RApJCREhmGoZ8+eeZ7jww8/lGEYMgxDu3btclhtAAAAAAAAAAAAzuSyIdL+/fs1bty4fM1x4MABvfLKKw6qCAAAAAAAAAAAoPBwyRDp+PHj6tKli+Li4vI8R1pamgYNGqTExEQHVgYAAAAAAAAAAFA4uFyItHnzZrVo0UInT57M1zyTJk3SH3/84aCqAAAAAAAAAAAACheXCZGSk5P17rvvqn379oqIiMjXXHv27NEbb7whSfLz83NAdQAAAAAAAAAAAIWLS4RIa9asUd26dTV+/HilpqbK3d1dEyZMyNNcKSkpGjRokJKTk9WuXTs99NBDDq4WAAAAAAAAAADA+VwiRFq4cKGOHj0qSapbt662bt2q4cOH52mut99+Wzt37lTx4sX1xRdfyDAMR5YKAAAAAAAAAABQKLhEiCRJZcqU0ZQpU7Rz5041a9YsT3P8/fffmjhxoiTp/fff1x133OHIEgEAAAAAAAAAAAoNd2cXUBCefvpphYSEqFixYnmeIykpSQMHDlRqaqratWunUaNGObBCAAAAAAAAAACAwsUlQqSmTZvme47XXntN+/btc3gbu0qVKmV5Ljw8XP7+/tq9e7dD1oK9lJQUSeJ37AK4166De+06uNeuoaDvc0pKijw8PApkLQAAAAAACjuXaWeXH7///rsmT54sSZo0aRJt7AAAAAAAAAAAwG3PJXYi5UdCQoIGDRqktLQ0tW3bVqNHj3bo/GfOnMnyXMYupYYNGzp0Tfw/GZ9q5nd8++Neuw7utevgXruGgr7P7EICAAAAAOD/YSfSTYwfP16HDh1S8eLFNXv2bIe1sQMAAAAAAAAAACjMCJGysWnTJn388ceSaGMHAAAAAAAAAABcCyFSFq5evaohQ4bINE1L2tgBAAAAAAAAAAAUZjwTKQt//vmnjh07JknasGGD3Nxunrc1btzYdnz8+HEFBQVZVR4AAAAAAAAAAICl2IkEAAAAAAAAAAAAO+xEykL9+vX1/fff33TctGnTtH79eknSlClTbM9NKleunKX1AQAAAAAAAAAAWIkQKQv+/v7q2bPnTcctW7bMdtyuXTsFBwdbVhMAAAAAAAAAAEBBoZ0dAAAAAAAAAAAA7BAiAQAAAAAAAAAAwA4hEgAAAAAAAAAAAOwQIgEAAAAAAAAAAMCOu7MLcJagoCCZppnveebOnau5c+fmvyAAAAAAAAAAAIBChJ1IAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALBDiAQAAAAAAAAAAAA7hEgAAAAAAAAAAACwQ4gEAAAAAAAAAAAAO4RIAAAAAAAAAAAAsEOIBAAAAAAAAAAAADuESAAAAAAAAAAAALDj0iFSSEiIDMNQz549czR+9erV6tevn6pVq6ZixYqpWLFiqlGjhoYMGaLt27dbWywAAAAAwKUsW7ZMDz74oMqVKydPT09VqlRJPXv21PLlyx0yf2pqqubOnatOnTqpbNmy8vT0lL+/v9q1a6eQkBAlJiY6ZB0AAADcutydXYCz7N+/X+PGjcvR2Li4OA0cOFDff/+93bmjR4/q6NGjmjt3rp5++ml99NFHcnd32V8rAAAAACCfUlJSNGDAAH399deZXj979qzOnj2rH374Qf3799ecOXPy/P7z/Pnz6tGjh37//fdMr0dHR2vDhg3asGGDQkJC9MMPP6h69ep5/lkAAABwa3PJtOP48ePq0qWL4uLibjrWNE317t1bK1eulCSVLVtWw4YNU8OGDZWamqpt27Zp3rx5io+P14wZMyRJ06dPt7R+AAAAAMDta/To0bYAKSgoSE899ZSqVq2qgwcP6tNPP1VERIQWLlwoPz+/PL3/TEtL00MPPWTrqFGxYkU9+eSTqlGjhk6dOqXZs2fryJEj2rdvnzp16qSdO3fKx8fHoT8jAAAAbg0uFyJt3rxZvXv3VkRERI7Gf/3117YAqUmTJvr1119VpkwZ2/kBAwZozJgxatu2rSIjIzVjxgz169dP9957ryX1AwAAAABuX5s3b9bnn38u6dp70PXr12cKcEaNGqV27drpn3/+0YwZMzR48GDddddduVpj/vz5tgCpTZs2+vHHHzOt8dxzz+nxxx/XsmXLdOzYMb3//vt6++23HfDTAQAA4FbjMs9ESk5O1rvvvqv27dvnOECSpE8//VSS5Obmpi+//DJTgJThzjvvtI2TpFmzZuW/YAAAAACAy5k0aZLt+PPPP7fbAVSuXDktXrxYhmFIkt55551cr/Htt9/ajmfNmmW3hpeXl0JDQ+Xh4SFJWrJkSa7XAAAAwO3BJUKkNWvWqG7duho/frxSU1Pl7u6uCRMm3PS6hIQEbd68WZLUrFkz1a5dO8ux3bp1U7FixSTJrqc0AAAAAAA3c/nyZa1atUqS1KJFCzVu3PiG4xo0aKC2bdtKklasWKHY2NhcrXP8+HFJUrFixbJ8n1u2bFnbs5BOnDiRq/kBAABw+3CJEGnhwoU6evSoJKlu3braunWrhg8fftProqKi1LRpU1WsWFF169bNdqy7u7vt01sxMTH5LxoAAAAA4FI2bdqktLQ0SdL999+f7dgOHTpIkpKSkrRu3bpcrZPx3jUhIUEXL1684Zj09HRFRUVJurb7CQAAAK7JJUIkSSpTpoymTJminTt3qlmzZjm6pkqVKtq+fbvOnj2rL774ItuxFy5c0Pnz5yVJ/v7++a4XAAAAAOBa9uzZYztu0KBBtmPr1atnOw4LC8vVOs2bN5ckmaapyZMn33DM7NmzFR0dLUnq3LlzruYHAADA7cMlQqSnn35ap06d0nPPPSdPT09L1vjiiy+Unp4uSbr33nstWQMAAAAAcPu6vm1cUFBQtmMrV65sOz558mSu1nn++edtu5Hee+89DRs2THv27FF8fLwOHTqk//73vxo1apRtnVdffTVX8wMAAOD24e7sAgpC06ZNLZ3/9OnTmjhxou37gQMH5vjaSpUqZXkuPDxc/v7+2r17d77qQ9ZSUlIkid+xC+Beuw7utevgXruGgr7PKSkptgfJA0BBy2gfJ928w0Xp0qVtxxk7hnIqKChIv/76q/r06aOTJ09q9uzZmj17dqYxhmGoV69e+uijj7J93/pvvMd1Lv4+ch3ca9fBvXYd3GvXcCu+x3WJnUhWSkhI0KOPPqorV65Ikrp27arWrVs7uSoAAAAAwK0mPj7eduzl5ZXt2OvPX39dTjVv3lxLlixRxYoVs5z/zjvvVIkSJXI9NwAAAG4fLrETySpJSUl6+OGH9ccff0i69rDRmz076d/OnDmT5bmMT3A1bNgw70UiWxmJL7/j2x/32nVwr10H99o1FPR9ZhcSAGfK+GSqJBUtWjTbsdefT01NzdU6qampGj58uObNmydJuvvuu9W3b19VqlRJkZGR+u6777Rx40a9++67mj9/vjZs2KAaNWrkaO7C8h7XNE1FRkbq0qVL8vPzU0BAgAzDsHxdZ+PvI9fBvXYd3GvXwb12Dbfie1x2IuVRfHy8unfvrlWrVkmSvL29tXTpUpUvX97JlQEAAAAAbkXe3t624+Tk5GzHJiUl2Y5z++zfAQMG2AKkV155RX/88Yeef/559e7dW88884w2bNigTz/9VIZh6OzZs2rfvr1iY2NztYazJCYmKjQ0VI0bN1aFChVUp04dVahQQY0bN1ZoaKgSExOdXSIAAMAthRApD6KiotShQwetXr1a0rVt/suWLVPLli2dXBkAAAAA4FZ1feu4m4Ud15+/Pny6mU2bNmnx4sWSrrVjf+utt244buTIkXrmmWckXXsOcEhISI7XcJbIyEi1bNlSI0eOVFhYWKZzYWFhGjlypFq2bKnIyEgnVQgAAHDrIUTKpUOHDunee+/V77//LkkqXry4fv75Z3Xq1MnJlQEAAAAAbmWlSpWyHUdHR2c79uLFi7bjcuXK5XiNpUuX2o7Hjh2b7dgXXnjBdvzTTz/leA1nSExMVNeuXfX3339nO+7vv//Wgw8+yI4kAACAHCJEyoVt27apRYsWOnr0qCTJ399f69atU4cOHZxcGQAAAADgVle7dm3b8alTp7Ide/35oKCgHK9x6NAh2/HNevFXqVJF/v7+kmR7H1xYzZ8//6YBUoYdO3ZowYIFFlcEAABweyBEyqH169erY8eOtk+DBQUFacuWLWrWrJmTKwMAAAAA3A7q1atnO963b1+2Y68/36BBgzytl5PdOIZhSJKKFCmSpzUKgmmauW63N3PmTJmmaVFFAAAAtw9CpBz4888/1b17d129elWS1KhRI23bti3Tp8QAAAAAAMiPe+65R0WLFpUkrVu3Ltuxa9eulXQt3LnvvvtyvEalSpVsx3/99Ve2YyMiInThwgVJudvtVNAiIyPtnoF0M2FhYTwbCQAAIAcIkW7i4sWL6tWrly1Auueee7Rx40aVL1/eyZUBAAAAAG4nPj4+euCBByRd64axZ8+eG44LCwvTxo0bJUmdO3eWr69vjtfo2LGj7Xj69OnZ7saZNm2a7Xznzp1zvEZBu3TpUp6ue+WVVxxbiK7tioqIiNCBAwcUERHBbicAAHDLI0S6iTFjxujs2bOSrn3yauXKlbn6Ax0AAAAAgJx64YUXJF0LI/r166eoqKhM58+fP6/HH3/cFk68+OKLuZq/Z8+eqlGjhiRp06ZNev7555WWlmY37uuvv9b7778vSfL19dWoUaNy/bMUFD8/vzxdd+DAgUzfL1y4UIsWLdKZM2dyPVdiYqJCQ0PVuHFjVahQQXXq1FGFChXUuHFjhYaG5qh1IAAAQGHk7uwCCrMDBw7oq6++sn3ft29fbdiwIUfX9uzZ05qiAAAAAAC3rdatW2vQoEGaN2+e9u7dq0aNGmnUqFGqWbOmDh8+rJCQEEVEREiShg0bpjZt2tjNERQUpJMnT0q6tqOpbdu2tnMeHh5auHCh2rZtq8TERE2dOlW//PKL+vfvr+rVqysmJkY//vijVq5cKenaM5Hmzp2rMmXKWP/D51FAQIAaNWqUq5Z2FSpU0OjRozO99tZbb+nQoUOSpGrVqqlNmzZq3bq12rRpo6CgINvzof4tMjJSXbt21d9//213LiwsTCNHjtSsWbO0YsUKBQQE5OInAwAAcD5CpGzMmzdP6enptu/fe++9HF/LlnUAAAAAQF6EhoYqNjZWS5cuVXh4uF599VW7Mb1791ZISEie5m/evLlWr16t3r17Kzw8XPv379eECRPsxvn4+Gju3LmF/kOShmFo9OjRGjlyZI6veeONN9SvXz/b98nJybrzzjt1/vx5Xbp0SceOHdOxY8c0Z84cSVLlypW1cOFCtW7dOtM8iYmJWQZI1/v777/14IMPasuWLfLy8srFTwcAAOBctLPLRlb9pwEAAAAAsIqnp6e+++47LV26VN26dVNAQIA8PDzk7++vLl26aOnSpfr666/l6emZ5zVatWqlw4cPa+rUqWrXrp3Kli0rd3d3lSpVSs2bN9cbb7yhY8eOqVevXg78yawzcOBANWnSJEdj77rrLg0YMCDTa56envrhhx8UHR2tXbt26eOPP9bDDz8sf39/SdLp06dVuXJl2/hdu3apb9++Gjp06E0DpAw7duzQggULcvgTAQAAFA4uuxMpKCjopruFfv755wKqBgAAAACAzHr16pWnEOfEiRM5Gle8eHGNHTtWY8eOzfUahY2Xl5dWrFihBx98UDt27Mhy3F133aXly5dnuRvIzc1NjRo1UqNGjTRmzBiZpqn9+/fr999/V1BQkG3c6tWr9fXXX+e6zpkzZ2r48OFZtsbLD9M0deHCBcXGxqpcuXIKCAiwZB0AAOBa2IkEAAAAAABueQEBAdqyZYtCQ0PVqFGjTOeCg4MVGhqqLVu25Oq5RIZhqG7duho6dGimQCY4OFiPPvpormsMCwtTZGRkrq/LTmJiokJDQ9W4cWN16NBBPXv2VIUKFdS4cWOFhoYqMTHRoesBAADX4rI7kQAAAAAAwO3Fy8tLI0aM0PDhwxUZGanLly/L19fX4btyOnbsqMqVK2vJkiW5vrZJkyaqX7++atWqpVq1aql27dq6++67Vbp06VzPFRkZmeUzmcLCwjRy5EjNmjVLK1asyFV4BgAAkIEQCQAAAAAA3FYMw1D58uVVvnx5y9bw8/PL03Xh4eEKDw/X6tWrba8tW7ZMPXr0kCRduHBBkydPVu3atW0hU5kyZexCsMTExCwDpOv9/fffevDBB7Vly5Ys2/jll2maioyM1KVLl+Tn50crPQAAbiOESAAAAAAAALkUEBCgRo0aKSwsLMfX1KxZU+PHj9fhw4d18OBBHTp0SIcPH1bt2rVtY/bu3atJkyZluq5UqVK2QKlWrVr673//q/nz5980QMqwY8cOLViwQCNGjMhxrTmRmJio+fPnKyQkJNPvoVGjRho9erQGDhxoWXAFAAAKBiESAAAAAABALhmGodGjR2vkyJE5vubFF1/U4MGDM72Wnp6e6XsPDw916tRJhw4d0smTJ2WapmJiYrR9+3Zt375dZcuW1fjx4xUSEpKremfOnKnhw4c7bIdQYWmlxy4oAACsRYgEAAAAAACQBwMHDtSsWbNytCPorrvu0oABA+xed3Nzy/R9y5Yt9csvv0i6ttPnyJEjOnTokA4dOqSDBw/Ky8tLkZGRudoBJV0LdiIjI7V8+XK5ubmpYsWKtq/SpUvnKngpDK302AUFAEDBIEQCAAAAAADIAy8vL61YsUIPPvigduzYkeW4u+66S8uXL891qOHl5aX69eurfv36mV4/cOBAnuq9fPmyXn31VZ07dy7T656enqpQoYIqVqyoiRMnqm3btpKuBTVbtmyxhU2+vr4yDMPprfQKyy4oAABcgdvNhwAAAAAAAOBGAgICtGXLFoWGhqpRo0aZzgUHBys0NFRbtmxxaJjh5+eXp+t8fHx05513qkaNGipWrJjt9eTkZJ08eVLbtm1TSkqK7fUTJ06oY8eOqlevnkqVKqXixYurWrVqev7553O17syZM2WaZp5q/rfc7oJKTEx0yLr/ZpqmIiIidODAAUVERDjs5wMAoLBhJxIAAAAAAEA+eHl5acSIERo+fLgiIyN1+fJl+fr6WvZ8noCAADVq1ChXLe2Cg4NVvnx5rV27VtK1EOTKlSs6d+6cwsPDde7cOZ07d0716tWzXRMdHa2iRYsqKSlJkpSQkKDjx4/nut6wsDC1atVKLVq00AcffGB7/ZdfflF4eLj8/Pzk5+cnX19f27GPj4+KFCliN5ezd0HRRg8A4GoIkQAAAAAAABzAMAyVL19e5cuXt3yd0aNHa+TIkTm+ZvTo0ZkCLcMw5OvrK19fX9WpU+eG17Rs2VIJCQmKiYmxhUw7duzQ+PHjc13zb7/9ZheuzJgxQz///HOW10yYMEFvv/227fsBAwZo+fLluVp35syZGj58uEPCvMLSRs80TV24cEGxsbEqV66cZWElAAAS7ewAAAAAAABuOQMHDlSTJk1yNPauu+7SgAED8rSOYRgqXbq06tevr06dOmnIkCF5mmfcuHEaOHBgptcqVKigmjVrqmzZsvLw8LC75vqWe5K0ZMkSxcTE5GrdsLAwPfvsswoJCdGyZcv0xx9/6MyZM5na9uVEYWijl5iYqNDQUDVu3FgdOnRQz549VaFCBTVu3FihoaGWte4DALg2diIBAAAAAADcYry8vLRixQo9+OCD2rFjR5bj7rrrLi1fvtxhLdby2krv3XfftdstExoaajs2TVOJiYm6dOmS7SswMDDT+f79++vzzz/Pdc3Tpk2ze80wDMXHx9t+L1u2bNG6detUsWLFTF/+/v5yc3Nzehu9wrQLKjIyUpcuXZKfnx+7oADABbATCQAAAAAA4BYUEBCgLVu2KDQ0VI0aNcp0Ljg4WKGhodqyZYtDQ4WMVnq58e9WelnN6+3trQoVKqhOnTq69957VaVKlUzn33rrrTzV3LZtWzVo0EBlypSxvebn55cpWFu7dq1ee+01jRgxQg8++KAaN26sgIAAeXl5qUqVKnr55ZdztebMmTNlmmae6v23wrYLKuMesQsKAFwDO5EAAAAAAABuUV5eXhoxYoSGDx+u9evXKy4uTs2aNbN0h8jAgQM1a9asHO3MyU8rvX/L6y6odevW2X4XiYmJioiIsGuLV7lyZbVr18727KfY2FhJUkpKik6fPp3rWsPCwhQZGany5cvLNE2NHTtWJUqUkJ+fn+1ZVL6+vrbvq1WrluVuMXZBAQCciRAJAAAAAADgFmcYhvz9/eXv76/y5ctbupazWull7IIaOXJkjq/59y4oLy8vBQUFKSgoKNO4oUOHaujQobbvY2NjFR4ernPnzunPP//USy+9lOt6L1++rPLlyysxMVHTp0/Pduwff/yhu+++W5K0fft29e3bV76+vvLx8clVaCZd2wU1fPhwh4SIud0FtWXLFofd7+vRRg8AnId2dgAAAAAAAMgVZ7TSk67tgmrSpEmOxuZnF1TJkiVVq1YttW3bNs9z+Pr6SpJSU1P1+OOPq2vXrmrZsqXq16+vypUry8fHx26sJF24cEEnTpxQWFiYNm/erCtXruRq3bCwMLVs2VKPPfaYRo8erdmzZ2c6f/r0aUVERCg1NfWmc+VlF5Qj0UYPAJyPnUgAAAAAAADItetb6UVGRury5cvy9fW1dJeIM3ZB5bWNXkaAVrJkSX355Zc3HJeWlqbY2FiVLFnS9lqjRo20YMECXb58WUeOHNHUqVNzXfO2bdtsxz179sy0y2rAgAHauHGjJKlUqVIqV66cypYta/vq06eP2rdvL9M0FRISkqt1HbkLqrC00WMXFABXR4gEAAAAAACAPDMMQ+XLl7e8jV6GjF1QCxYs0MyZMzOFO8HBwRo9erQGDBhQqNroZaVIkSLy8/PL9FqlSpXUv39/SVJERESeQqSXXnpJiYmJioqKUrNmzTKdi4qKsh3HxMQoJiZGBw8etL3WsGFDtW/fXpGRkblupRcWFqZff/1VderUUdmyZeXt7Z3r2qXC0UYvMTFR8+fPV0hISKbfQ6NGjTR69GgNHDjQktZ9AFDYECIBAAAAAADgllLQu6AGDhyoWbNm5ai1W37a6P1bXndBvffee1n+HrZt26bz588rKirK7uv8+fNq0KCBJOnSpUt5qrlz58624+LFi2fa6VSpUiV9+umntvPHjh1TdHS07Xzx4sUl5a2N3ogRI/JU740Upl1QFy5cUGxsrMqVK8cuKABOQYgEAAAAAACAW1JB7YJyRhs9yZpdUD4+PvLx8VGNGjWyneffO6Ty4urVqzp+/LiOHz8uSQoMDMx0PiQkRB9++KHte29vb/n7++vChQu5WseRbfTYBXUNbfwAZHBzdgEAAAAAAABAYZfRRi80NFSNGjXKdC44OFihoaHasmWLw3emDBw4UE2aNMnRWCt2QeVGcHCwrl69qpMnT+qvv/7SypUrNX/+fH344YcaN26chg8fnml8bGxspu8TEhJ0+vRpJSQk5GrdsLAwdejQQatWrbK9lp6erp9//ll//PGHjh8/rqtXr+ZorrzsgnKkyMhItWzZUiNHjrTbgZaxC6ply5aKjIx06LoZEhMTFRoaqsaNG6tChQqqU6eOKlSooMaNGys0NFSJiYmWrJvBNE1FRETowIEDioiIkGmalq4H4ObYiQQAAAAAAADkQEG30ctY81baBVWsWDFVqVJFVapUuen4WbNmadq0aZla6oWFhemll17Kdb3r16/X0KFDbd/HxMSoe/fumcZ4e3urbNmythZ7oaGhqlSpkiQpPDxcO3bs0OTJk3O17u20C8qZbfxcffcVrQtRmLETCQAAAAAAAMiFjDZ6tWvXVvny5S3/x97beRdU0aJFValSJTVu3FidOnXK806qsWPHqnHjxrbvL126JF9f30xjEhISdOrUKdsuKXf3//f5+s2bN6t79+46fPhwrtYNCwvTq6++qunTp+uLL77QV199pWXLltntIgoPD9f58+cVGxur1NTUG87lzF1QuQ2wHLkjyZV3X12/docOHdSzZ092fqHQYScSAAAAAAAAUMhdvwtq/fr1iouLU7NmzW67XVAZbfT+HSZkJzg4WB999FGm30P16tV16dIlJScn68KFCzp//rxtt1PGcZkyZWzjExMTVaJECcXFxeW65rffftvutcGDB2vOnDm27zt16qS9e/favvfw8FCxYsXk7e0tb29vTZw4USEhIblaN2MX1KVLl3To0CEVK1bMNmfGsYeHR47+95GXAGvEiBG5qvdGXHn3FTu/eO7WrYIQCQAAAAAAALhFGIYhf39/+fv7q3z58pavl7ELasGCBZo5c2amf3AODg7W6NGjNWDAAKe30cvqH589PT1VsWJFVaxYMds5Bg4cqE6dOqlChQq5qleS7r77bqWlpSk+Pl4JCQmKj49X6dKlM43593OeUlJSdPnyZV2+fFmSdP78+VwFZ9K1oCEyMtIWsNxIkSJFVL58eZ05c8b22meffaaFCxdmCp2uf55UTkyePFn33nuvvL295e/vb7frK6ecFV5Jzg2wnLm2M8MrybUDrFu1bSEhEgAAAAAAAIAsFfSzoAYOHKhZs2blKFzIaxu9G8nrLqjt27ff9PewdetWxcXFZQqaMv4bHx+f50Dw8uXLdgHV9dLS0pSWlpbptcOHD2vTpk15Wi/DoUOH1KBBA0nSxIkT9fLLL9vOFS9eXKZpysvLS15eXipatGim408++USNGzeWaZqaOnVqrtadOnWq7rjjDnl7e9vm9PLysn2fsbMrJ5wZYLHzy7UCrMIQnOUHIRIAAAAAAACAm8p4FpTVO6Cc0UZPcvwuqOsFBARk+4/iEREROV7zer6+vnrkkUeUmpp6w3AqPj7e7jk3Xbt2VenSpW3nz549q8WLF+dpfUmZfv+maSo+Pl6S/e6rDBmvR0ZGav/+/bla659//lHHjh2zPH/33Xfrjz/+sH3/1FNPaeXKlZkCp4wwa/v27bla++2331anTp1UtWpVSVJSUpL+/PNPeXp6qmjRovL09Mz0VbRoUfn4+MjNzS3TPKZp5rl1YX5DW1fd+SU5L8BydnDmCIRIAAAAAAAAAAqVgm6jl+FW2wWV8Y/ORYoUUYkSJVSiRImbXte2bVu1bdvW9n1ERESeQqSDBw/K19dXxYsXt71mmqY2bdqkpKQkJSYm3vC/d9xxhyTp0qVLuV5TkooWLaqkpKQbnvv3/x4iIyN16tSpPK3zb6dOndLq1as1fPhw29z33XdfttecOXNGgYGBkqTvvvtOw4YNk7u7u6Kjo3O1dlhYmCZMmKCAgADbM6+qV6+ue++91zbm2LFjSk9Pz9Sm0NPT0xY8OTO8klwzwHJ2cOYohEgAAAAAAAAACp2CbqOXsebttgvqZvIaYNWsWdNufTc3t5sGKxn8/PxyU6bNiRMnFBAQoJSUFCUmJiohIUGJiYlKTEyUu3vmf+5+6aWX1Ldv30xjEhMTdebMGc2cOTPXa1+/qyg5OVlubm5KT0/Pcrynp6ftOD4+3vYMrLx49913M33/+OOPZwqR+vTpo7/++suu3oxA6eWXX87zc7fS09O1YsUK246rf//Xy8tLd999t+26uLg4JSQkZNqZ5YoBljODM0ciRAIAAAAAAABQaBVUG70MrrYLylkBVn52XxmGYQsnfHx8shx/7733ZgpaMkREROQpROratavtuEaNGrZnTiUnJyspKUnJycmZjkuVKmUb36FDB61cuVIREREaMmRIrte+5557lJaWZmtZWKFChUznM9oIXi89PV1xcXGKi4tTbGxsrteUrj1368yZM9mGG97e3pnW//jjj/XKK6/kab0MYWFhuueee+Tl5aVBgwZp6NChtnOPP/64EhISVKRIEbm5ualIkSKZjp9//nk1bNhQ0rV7PWHChFyt/dZbb6lYsWIqWrSoPDw85OHhIU9PT3l4eMjHx0eNGze2jY2KilJ8fHymMRlfzgzOHIkQCQAAAAAAAACu40q7oCTnBFi34u6rGz2zpkiRIvL29pa3t3e211esWFEVK1aUaZqaOnVqrtf+7bffsv3Zt2/frqtXr9o9GyvjvxUrVtRrr72W4zUz+Pr6KioqSnXq1MkUkF3/3+t3XEnKst1gbmU83+r69ouStHz58mxDsb59+9pCpIMHD+rChQu5Wvf06dPq37//Dc/deeedmZ7lNX78eH3++ee5mj8rGTu/CiowzylCJAAAAAAAAAC4AVfZBeWsAMvVdl9ZufbNnollmmaeg7Py5cvrn3/+yXJcWlpapu+fe+45DRw40BY0nTt3Tt26dcvxuhkmTJig4sWLq1WrVnbzJyQkKD093bYb7PrjypUr28Zm124wO4GBgTJNUykpKUpOTrb999+BWXJycp7mz8rly5cLXYhkmKZpOrsI3FilSpUkXXsAG6yxe/duSbIl07h9ca9dB/fadXCvXUNB32f+/gIA6/D/sdbj7yPXwb12DaZpav369YqLi1OzZs0s3QWVITExscADrMjIyByHVzfaCZRXiYmJatmyZY4DrC1btjjsZ3fW2qGhobkKr0JDQx3yjB7TNNW4ceNcB1h///13vv83HxERYdf6LyfCw8NvGOaYppmppsuXLysuLi5T2JSSkqLw8PBM7Q/zu25eOeLvL7ebDwEAAAAAAAAAFCTDMOTv76+goCCVL1++QJ6TktHGb+fOnQoPD9eBAwcUHh6uv//+WyNGjHB4gCT9v91XoaGhatSoUaZzwcHBCg0N1ZYtWxwaIEn/b/fVXXfdle04K9oHOmvtgQMHqkmTJjkaa8XOr9xwdOvC3MiqdaEku5p8fX0VGBiooKAg1apVS/Xq1VNwcLA6d+7s0HWdiRAJAAAAAAAAAGCT0cavdu3aBRJgOSO8kpwXYDlrbWcGZ64WYDkzOHM0QiQAAAAAAAAAgNMVdHglOS/A+vfaa9eu1Q8//MDOr9sowHLWuo5GiAQAAAAAAAAAcGnOCLCuX7sgWxe62s4vZwVYzgzOHIkQCQAAAAAAAAAAF+NKO7+cFWA5s2Wio7g7uwAAAAAAAAqT+Ph47dq1S+fPn1dsbKyttcj58+fl4+NTaD8lCgAAcKvICLDKly9fYGtmBFjDhw9XZGSkLl++LF9fXwUEBFgaoF2/7vr16xUXF6dmzZpZvq6jsBMJAAAAAABJ69ev1wMPPKBSpUrpvvvu0yOPPKLBgwfbzoeGhiogIEDjx49XQkKC8woFAABAnjmrdWFBty10FEIkAAAAAIDLe+6553T//fdrzZo1SklJkWmaMk0z05gTJ04oNjZWkyZN0j333KOoqCgnVQsAAAAUDEIkAAAAAIBLGz9+vD7++GOZpqkiRYqoTZs26tq1q924MmXKyDAMmaapPXv2qFevXk6oFgAAACg4hEgAAAAAAJe1Z88evf/++zIMQ02aNFFYWJjWr1+vESNG2I2dNGmSwsLCVKtWLUnStm3b9M033xR0yQAAAECBIUQCAAAAALiskJAQpaeny8/PT6tWrVKdOnWyHV+/fn1t2rRJfn5+kqRFixYVQJUAAACAcxAiAQAAAABc1rp162QYhoYOHSp/f/8cXVOuXDmNGDFCpmlqx44dFlcIAAAAOA8hEgAAAADAZZ09e1aS1KRJk1xd16BBA0nShQsXHF4TAAAAUFgQIgEAAAAAXJabW97eFqenp0uSvL29HVkOAAAAUKgQIgEAAAAAXFalSpUkKddt6TZu3ChJCgwMdHhNAAAAQGFBiAQAAAAAcFkdOnSQaZqaM2dOjlvT7du3T4sWLZJhGGrXrp3FFQIAAADOQ4gEAAAAAHBZo0aNUpEiRXTp0iV1795dkZGR2Y7ftm2bunTpouTkZBmGoSeffLKAKgUAAAAKnruzCwAAAAAAwFnq1q2rcePGaeLEifrjjz9Uo0YNde3aVampqbYxoaGhOnfunNavX68tW7ZIkgzD0NNPP60GDRo4q3QAAADAcoRIAAAAAACX9vbbbysuLk7Tpk3T1atXtWTJEknXgiLp2m6lDKZpSpL69++vjz76qOCLBQAAAAoQ7ewAAAAAAC5v6tSpWrFihVq1aiXTNLP8atCggb766ivNnz/fFjIBAAAAtyt2IgEAAAAAIKlz587q3LmzIiMjtW3bNp05c0ZXrlxRsWLFFBAQoObNm6tatWrOLhMAAAAoMIRIAAAAAACXNWnSJHl4eKh///4qV66cJCkgIEA9e/Z0bmEAAABAIVAgIdLFixdVunTpTK8dP35cH330kcLCwlSiRAm1a9dOI0eOVMmSJQuiJAAAAAAANHfuXB06dEgrVqzQmjVrnF0OAAAAUKhYFiKlp6dr4sSJmjFjhlq2bKnvvvvOdu7vv//W/fffr8uXL9teW7VqlUJCQvTrr7+qRo0aVpUFAAAAAIDN6dOnJUmPPfaYkysBAAAACh83qyYeNGiQXnvtNZ0/f15HjhzJdG7YsGG6dOmS3QNKT5w4oZ49eyotLc2qsjIJCQmRYRg5blNw5MgRjR49WjVr1pSXl5dKly6tu+++Wx988IFiY2OtLRYAAAAA4HBFixaVJHl5eTm5EgAAAKDwsSRE2rRpkxYtWiRJKlGihNq0aWM7t3XrVoWFhckwDNWoUUN79uzRuXPnNHr0aEnS/v37NW/ePCvKymT//v0aN25cjscvXrxYDRs21CeffKIjR44oKSlJMTEx+uuvv/TSSy+pcePG2rdvn4UVAwAAAAAcrXv37jJNU1988UWBfaARAAAAuFVYEiItWLBA0rUAadu2bZo2bZrt3JIlS2zH7733nurVq6fy5ctrxowZatasmSRp6dKlVpRlc/z4cXXp0kVxcXE5Gr9p0yb1799fCQkJ8vDw0FNPPaWFCxfqk08+UevWrSVJR48eVbdu3RQdHW1l6QAAAAAAB5o6daqCg4O1detWtW/fXitXrtSVK1ecXRYAAABQKFjyTKTNmzfLMAwNGzZM9erVy3RuxYoVkiRvb289+OCDmc499thj+uOPP7R7924ryrLV1rt3b0VERORofGpqqkaMGKG0tDR5enpq5cqVat++ve38yJEjNW7cOH3wwQc6ceKEXn/9dU2fPt2q8gEAAAAADvT++++rdevWOnDggLZs2aJu3brJMAwFBATIz8/P1u4uK4ZhaMeOHQVULQAAAFCwLAmRwsPDJUnBwcGZXj9x4oQOHz4swzDUqlUruz/GK1WqJEmKiopyeE3Jycn68MMP9eqrryo1NTXH1y1btkyHDh2SJI0aNSpTgCRde8MwadIkrV+/Xn/99ZdCQ0P16quvqmzZsg6tHwAAAADgeO+9954Mw8j0Wnp6uiIiIm764UPTNO2uBQAAAG4nlrSzS0pKkiQVL1480+u//vqr7bhDhw5218XExEiS3N0dm22tWbNGdevW1fjx45Wamip3d3dNmDAhR9cuXrzYdvyf//znhmMMw9Azzzwj6VpY9f333+e/aAAAAABAgTBNM9PXjV670RcAAABwu7MkRAoICJB07dlD18toZSdJDzzwgN11f/75pyQpMDDQofUsXLhQR48elSTVrVtXW7du1fDhw3N07YYNGyRJVapUUc2aNbMcd30otnLlyrwXCwAAAAAoMOnp6fn6SktLc/aPAAAAAFjGkhCpefPmMk1TixYtUnJysiTp2LFjWrVqlQzDUFBQkBo2bJjpmj179mjhwoUyDEPNmjVzeE1lypTRlClTtHPnzhzPf+7cOUVHR0uSGjRokO3YwMBA+fr6SpLCwsLyVywAAAAAAAAAAICTWRIiDRw4UJK0e/du3XPPPXrppZfUvn17W6A0ZMgQ29jjx4/r/fffV6tWrZSSkiJJGjx4sEPrefrpp3Xq1Ck999xz8vT0zPF1J06csB0HBQXddHzlypUlSadPn6a1AQAAAAAAAAAAuKU59uFD/79u3brp0Ucf1ZIlSxQWFpZpZ07NmjX1wgsv2L7/6KOPNHPmTNv3TzzxhNq3b+/Qepo2bZqn66KiomzH/v7+Nx1funRpSVJqaqouX74sPz+/m15TqVKlLM+Fh4fL399fu3fvvnmxyJOM4JLf8e2Pe+06uNeug3vtGgr6PqekpMjDw6NA1gJQOO3atUvff/+9tm/frsjISF29elXFihVTYGCggoOD1a1bN917773OLhMAAAAoEJaESJL05Zdfqnbt2goJCVFMTIyKFCminj17asaMGfL29raNu/POO2Wapjw8PPTss89q4sSJVpWUa/Hx8bZjLy+vm46/fkx8fHyOQiQAAAAAgPNFRUVp6NChmZ7le709e/Zo1apVeu+999SpUyfNnTvX9jxgAAAA4HZlWYjk7u6ut956S2+++aaioqLk5+d3w1Zy7dq1U0hIiHr16lXo/gDP+OSrJBUtWvSm468fk5qamqM1zpw5k+W5jF1K/35+FBwn41PN/I5vf9xr18G9dh3ca9dQ0PeZXUiAazpz5oxatGihs2fPZmpN7ubmJm9vb8XHx2d6/ddff1WTJk30xx9/KDAw0BklAwAAAAXCkmciXc8wDJUrVy7LZxHVqVNHTz31lC1ASkhI0KFDh6wuK0eu3zGV8Tyn7CQlJdmOc/PsJQAAAACAc5imqV69eunMmTMyTVN33nmnPvvsMx0/flypqamKjY1VamqqDh06pJCQEFs3jfDwcPXp04fn4QIAAOC2ZkmIVK1aNVWvXl1r1qzJ1XXffvutSpYsqW7dullRVq6VKFHCdpyYmHjT8dePuT6AAgAAAAAUTosXL9aOHTtkGIb69OmjXbt2adiwYapataptjGEYqlGjhp566int2rVLvXv3liRt27ZNK1eudFbpAAAAgOUsCZFOnDihEydOZHqmUE6lp6fr7NmzFlSVe6VKlbIdR0dH33T8xYsXJV1ra+fr62tZXQAAAAAAx/jmm28kSXfccYfmzZt3064Snp6emj9/vqpVqyZJmj17tuU1AgAAAM6Sr2cinT9/PtsdOufPn9epU6duOk96erpiYmI0Y8YMSTl7/lBBqF27tu04Jz9HxpjrP7EGAAAAACi8/vrrLxmGoSFDhuS4Lbmnp6eGDh2qV155xfbsNgAAAOB2lK8Q6ZtvvtHYsWPtXjcMQ5I0cuTIXM9pGIaaNGmSn7IcplSpUqpQoYLCw8O1b9++bMeeOXNGV65ckSQ1aNCgIMoDAAAAAORTVFSUJKlWrVq5uq5mzZqSrr0XBAAAAG5X+WpnN3r0aAUHB8s0TYd9eXp66s0333TUz5dvbdu2lSQdOXJEp0+fznLc2rVrbcft2rWzuiwAAAAAgAMUK1ZMknTp0qVcXZcxPuN6AAAA4HaUr51Ibm5u+vzzzzVt2rRMr8+bN0+GYaht27aqUqVKjuYpVqyYKlWqpIcfftj2ia7C4LHHHtNXX30lSZo2bZo++OADuzGmaWr69OmSJHd3dz3yyCMFWiMAAAAAIG9q1aqlP//8Uz///LNGjBiR4+t++uknSVL16tWtKg0AAABwunyFSJLUuHFjzZkzJ9Nr8+bNkySNHTtWDz30UH6XcKpu3bqpdu3aOnjwoKZOnarWrVure/futvOmaeqll17Sjh07JEn9+/dX+fLlnVUuAAAAACAXunTpoj/++EM///yzvv/+e/Xq1eum1yxdulQ///yzDMNQ586dC6BKAAAAwDny1c4uKwMHDtTAgQNztAupsPPw8NDMmTPl5uam1NRU9ezZU4MHD9bChQsVGhqqtm3bavLkyZKkChUqaNKkSU6uGAAAAACQU6NGjVKJEiUkSf369dOkSZN09erVG46Ni4vTe++9pyeeeELStVZ2//nPfwqsVgAAAKCg5Xsn0o3MnTvXimmdpkOHDpo3b55GjBihxMREzZs3z7bbKkPlypW1YsUKlStXzklVAgAAAAByq1y5cpo+fbqGDBmi5ORkjR8/Xm+//bbuvvtuVatWTcWLF9fVq1d19OhR/fnnn0pISJBpmjIMQyEhIbwHBAAAwG3NkhDpdtS/f3/dc889mjp1qn755RedPXtWhmGoVq1a6tWrl8aOHStfX19nlwkAAAAAyKVBgwbJNE2NGjVKSUlJunr1qjZu3KiNGzdmGmeapiTJy8tLM2bM0IABA5xRLgAAAFBgLA2RLly4oK+++krbt29XdHS0UlJSlJ6eftPrDMPQ2rVrrSxNQUFBtjcAOVWjRg3NmDHDoooAAAAAAM4yePBgdezYUZMmTdLy5ct1/PhxuzFVq1ZVz5499eyzz6pq1apOqBIAAAAoWJaFSEuXLtWQIUMUFxeXq+sy2gIAAAAAAFCQAgMDNW3aNE2bNk1RUVGKjIzUlStXVKJECZUvX57WdQAAAHA5loRIR44c0eOPP66UlBQrpgcAAAAAwBIZ72PLli2rsmXLZjq3bNkytW7dWqVLl3ZGaQAAAECBc7Ni0ilTpiglJUWGYah58+ZaunSpjhw5oqioKMXExNz06+LFi1aUBQAAAADADZ06dUqDBw9WqVKl7J6FJEnnzp3Tww8/rIoVK2rIkCE6f/68E6oEAAAACpYlO5F+/fVXGYahOnXqaMOGDSpatKgVywAAAAAAkG9btmxR9+7ddeXKFUnSgQMHdP/992cac/ToUUlScnKy5s+fr9WrV2vt2rWqXbt2gdcLAAAAFBRLdiKdO3dOkjRixAgCJAAAAABAoRUdHa2HH35Yly9flmmaqlKligIDA+3G1apVS1OnTtXdd98t0zR17tw59ejRQwkJCU6oGgAAACgYloRIJUqUkKQb/uENAAAAAEBhMX36dF24cEGGYejFF1/UsWPH1KtXL7txAQEBGjNmjLZv36633npLknT48GF99tlnBV0yAAAAUGAsCZHq1q0rSTpy5IgV0wMAAAAA4BDLly+XYRhq06aNJk2aJMMwbnrNhAkT1LJlS5mmqW+//bYAqgQAAACcw5IQ6YknnpBpmpozZ45SUlKsWAIAAAAAgHw7dOiQJOnRRx/N1XUPP/ywJGnfvn0OrwkAAAAoLCwJkYYNG6YWLVro8OHD6t+/v+Li4qxYBgAAAACAfElNTZUklSlTJlfXZbRv55lIAAAAuJ25WzHpkSNHNGXKFA0ePFhLlizRqlWr1KlTJ9WtW1e+vr5yd7/5smPGjLGiNAAAAAAAbKpUqaJDhw7lekfR4cOHJUn+/v5WlAUAAAAUCpaESHfeeWemPtKxsbFaunSpli5dmuM5CJEAAAAAAFZr0qSJDh48qNmzZ+ull15SiRIlbnpNYmKiZs+eLcMw1KxZswKoEgAAAHAOS9rZSZJpmravf39/sy8AAAAAAArCsGHDJEnh4eHq2bOnoqOjsx1/+fJlPfbYYzp+/LgkqX///pbXCAAAADiLJTuR5syZY8W0AAAAAAA4VPv27dW1a1etWLFC69evV61atdSnTx/dd999qlq1qry9vRUfH69Tp05p27ZtWrx4saKjo2UYhtq0aaNevXo5+0cAAAAALGNJiDRo0CArpgUAAAAAwOG+/PJLtWnTRmFhYYqJidGsWbM0a9asG47N6J4RHBys7777riDLBAAAAAqcZe3sAAAAAAC4Ffj4+OjPP//U22+/LX9//2zbr/v5+Wn8+PHatm2bSpUq5ezSAQAAAEtZshPpRuLj47Vr1y6dP39esbGxGjBggCTp/Pnz8vHxkZeXV0GVAgAAAABAJu7u7ho/frxefvllbdu2Tdu3b1dkZKQuXryoYsWKKSAgQE2bNlWrVq3k7e3t7HIBAACAAmF5iLR+/Xq999572rBhg1JTU22vZ4RIoaGh+uCDD/Sf//xH//vf//hjHAAAAADgNIZhqEWLFmrRooWzS9GyZcv02Wef6c8//9SlS5dUrlw5NW3aVCNGjNCDDz7okDXOnDmjTz75RMuXL9fJkyeVkJCgihUrqm3bthozZoyCg4Mdsg4AAABuTZa2s3vuued0//33a82aNUpJSbFt/7/eiRMnFBsbq0mTJumee+5RVFSUlSUBAAAAAFCopaSkqG/fvurVq5dWrFihqKgopaSk6OzZs/rhhx/UrVs3DRgwINMHNfNi/vz5qlOnjiZOnKiwsDBdunRJSUlJOn78uObMmaOmTZvq/fffd9BPBQAAgFuRZTuRxo8fr48//vjaIu7uatmypYoXL64VK1ZkGlemTBkZhiHTNLVnzx716tVLW7ZssaosAAAAAABybMeOHdq1a5cuXLigqlWr6oEHHrD8WUijR4/W119/LUkKCgrSU089papVq+rgwYP69NNPFRERoYULF8rPz0/Tp0/P0xoLFizQ4MGDZZqm3N3d1a9fP7Vp00YeHh5as2aNFi1apLS0NI0bN04VKlSwdRMBAACAa7FkJ9KePXv0/vvvyzAMNWnSRGFhYVq/fr1GjBhhN3bSpEkKCwtTrVq1JEnbtm3TN998Y0VZAAAAAADo0qVLmjJlinr06KFPP/30hmP++ecftWrVSs2aNdOTTz6p8ePH64knnlBgYKDGjx+v9PR0S2rbvHmzPv/8c0myvZ8eN26c+vbtq9dee01hYWGqW7euJGnGjBnasWNHrtcIDw/X008/LdM0VaJECa1evVrz5s3T0KFDNWDAAM2bN0/Lli2TYRiSpBdffFEpKSmO+yEBAABwy7AkRAoJCVF6err8/Py0atUq1alTJ9vx9evX16ZNm+Tn5ydJWrRokRVlAQAAAABc3IYNG1SjRg29+OKL+vnnn7Vz5067MQcOHFDr1q21bds2W1v2jK/ExERNmjRJDz30kJKTkx1e36RJk2zHn3/+uXx8fDKdL1eunBYvXmwLeN55551cr/Hmm2/qypUrkqTPPvtMbdu2tRvTrVs39e3bV5IUGRmpjRs35nodAAAA3PosCZHWrVsnwzA0dOhQ+fv75+iacuXKacSIETJNM0+fpAIAAAAAIDubN29Wly5dFBMTYwuFoqOj7cYNGDBAFy9etD3Tt0+fPpo3b56mT5+uxo0byzRNrVy5Um+99ZZD67t8+bJWrVolSWrRooUaN258w3ENGjSwBT8rVqxQbGxsjtdISUmxdf+49957bUHRjTz99NMaNWqUXnnlFZUpUybHawAAAOD2YUmIdPbsWUnXtt7nRoMGDSRJFy5ccHhNAAAAAADXlZaWptGjRyspKUmmaeqRRx7R5s2b9eWXX2Yat2zZMu3YsUOGYcgwDL311lv66quvNGDAAP3nP//Rn3/+qUceeUSmaeqDDz7QyZMnHVbjpk2blJaWJkm6//77sx3boUMHSVJSUpLWrVuX4zU2bNigixcvSpKGDBmS7dgWLVooJCREb731VpaBFgAAAG5vloRIbm55mzajp7S3t7cjywEAAAAAuLiffvpJ+/btk2EY+t///qdvv/1WLVu2lKenZ6Zxc+fOlSSZpqnq1avr5ZdfznTezc1Ns2bNko+PT6ZdPY6wZ88e23HGhyyzUq9ePdtxWFhYjte4vn3fvffeazuOjY3V9u3btWrVKu3Zs8e2CwsAAACuzZIQqVKlSpKU67Z0GT2WAwMDHV4TAAAAAMB1rVixQpJUs2ZNvf766zcck5SUpNWrV9t2IY0YMeKGH5IsXbq0unfvLtM0tXz5cofVeOLECdtxUFBQtmMrV65sO87Nbqi9e/fajqtVq6aIiAgNHDhQAQEBuueee9SlSxc1bNhQlStXVmhoKGESAACAi7MkROrQoYNM09ScOXNy3Jpu3759WrRokQzDULt27awoCwAAAADgon7//XcZhqFHHnlEhmHccMzWrVuVkJBgC04efPDBLOe75557JOUuwLmZqKgo2/HNni9cunRp2/GNnuuUlVOnTkmSvLy8dOjQIdWvX18LFixQQkJCpnFnz57VyJEjNWTIEFvXEAAAALgedysmHTVqlD799FNdunRJ3bt317JlyxQQEJDl+G3btqlPnz5KTk6Wm5ubnnzySSvKAgAAAAC4qPPnz0uS6tSpk+WYTZs22Y4DAgJUt27dLMeWLVtWkhQZGemgCqX4+HjbsZeXV7Zjrz9//XU3ExsbK+lau75u3bopOjpaPXr00IQJE9SgQQNdvnxZS5cu1YQJExQTE6N58+apevXq+t///pej+TM6k9xIeHi4/P39tXv37hzXi9xJSUmRJH7HLoB77Tq4166De+0aCvo+p6SkyMPDI19zWBIi1a1bV+PGjdPEiRP1xx9/qEaNGuratatSU1NtY0JDQ3Xu3DmtX79eW7ZskSQZhqGnn376pr2fAQAAAADIjZiYGElS8eLFsxyT0WLdMAy1adMm2/kSExMlye6ZSvmR8Y8KklS0aNFsx15//vr32jcTFxcn6VrrvrNnz2r06NGaOXOm7byXl5dGjRqlVq1a6Z577lF8fLzefvttDRs2TBUrVszxOgAAALg9WBIiSdLbb7+tuLg4TZs2TVevXtWSJUskydY2YNSoUbaxGa0C+vfvr48++siqkgAAAAAALqpUqVKKioqyhSj/lpSUZGt5J0lt27bNdr6zZ89Kunnbudzw9va2HScnJ2c7NikpyXacmyDr+mccValSRVOnTr3huAYNGmjcuHF67bXXlJycrLlz52r8+PE3nf/MmTNZnsvYpdSwYcMc14vcyfhUM7/j2x/32nVwr10H99o1FPR9zu8uJMmiZyJlmDp1qlasWKFWrVrJNM0svxo0aKCvvvpK8+fPz7I3NQAAAAAAeZWxi+bgwYM3PL927VolJSXZQpaOHTtmO9/q1aslSYGBgQ6rsUSJErbjjJ1OWbn+/PXhU27W6N27d7b/sPD444/bjjdv3pzjNQAAAHD7sGwnUobOnTurc+fOioyM1LZt23TmzBlduXJFxYoVU0BAgJo3b65q1apZXQYAAAAAwIW1bdtWu3bt0rJly/T222/bnV+0aJGka90z6tSpk+371IMHD2rz5s0yDOOmO5Zyo1SpUrbj6OhoVa1aNcuxFy9etB2XK1cux2v4+PjYjrN7PpQk1axZU+7u7kpNTc12hxEAAABuX5aHSBkCAgLUs2fPgloOAAAAAACbXr16aerUqdq/f78mTpyYqTXb77//rm+//dbWGWPgwIFZzpOSkqKnnnpKaWlpMgxDXbt2dViNtWvXth2fOnVKTZo0yXLsqVOnbMdBQUE5XqNatWq2Zz9d39ouK56enkpNTVV6enqO1wAAAMDtw9J2dgAAAAAAFAb33XefOnfuLNM09b///U8PPPCAJk2apKeeekrt27dXWlqapGvP7bn+Gb7X279/v7p06aKNGzfKMAx16NBBzZs3d1iN9erVsx3v27cv27HXn2/QoEGO17h+7IkTJ7IdGxcXp/j4eEmObdsHAACAW0eB7EQ6cuSIoqOjlZKSkuNPL7Vu3driqgAAAAAArmTWrFlq3769jh49qjVr1mjNmjW2c6ZpqmjRopo7d65KliyZ6bq5c+fq448/1p49e2y7d0qUKKHp06c7tL577rlHRYsWVVJSktatW6cJEyZkOXbt2rWSpCJFiui+++7L8Rrt2rWzHS9fvlxvvfVWlmO3bt1qO27UqFGO1wAAAMDtw7IQKSEhQW+88YZmz56t6OjoXF1rGIZSU1MtqgwAAAAA4IoqV66sbdu26bnnntPXX3+d6X1n3bp1NWvWLLVs2dLuuuPHjyssLEyGYcg0Tfn7+2vFihWZ2s85go+Pjx544AH9+OOPWr9+vfbs2XPDXUZhYWG2lnSdO3eWr69vjtcIDg5W3bp19c8//2jnzp1asWJFli35Pv74Y9tx3759c/nTAAAA4HZgSTu79PR0PfDAA/rggw8UHR0t0zRz/QUAAAAAgKP5+/trwYIFOnPmjH799Vd988032rFjh/bu3XvDAEm69oxfSfLz89OoUaMUFhampk2bWlLfCy+8IOnazqh+/fopKioq0/nz58/r8ccft71vfvHFF3O9xuuvv247Hjp0qHbv3m03ZtKkSVq5cqUkqW3btrrrrrtyvQ4AAABufZbsRJozZ462bNli+5RWw4YN1bBhQ/n6+srdvUA66AEAAAAAkKVy5crp/vvvz9HYJ554Qt26dVOVKlUsrupaa/dBgwZp3rx52rt3rxo1aqRRo0apZs2aOnz4sEJCQhQRESFJGjZsmNq0aWM3R1BQkE6ePClJWr9+vdq2bZvp/GOPPaaBAwdq/vz5ioyMVLNmzTRw4EC1atVKycnJ+uabb7R69WpJ19r2ff7559b+0AAAACi0LEl0Fi1adG1yd3ctXrxYvXr1smIZAAAAAAAs5+vrm6uWcfkVGhqq2NhYLV26VOHh4Xr11VftxvTu3VshISF5XmPOnDny8/PT9OnTlZSUpM8++0yfffZZpjGVKlXSTz/9pOrVq+d5HQAAANzaLGlnt3v3bhmGoSFDhhAgAQAAAACQC56envruu++0dOlSdevWTQEBAfLw8JC/v7+6dOmipUuX6uuvv5anp2ee13Bzc9PHH3+sP/74QyNGjFD16tXl7e2tMmXKqFmzZpoyZYr27dun4OBgx/1gAAAAuOVYshMpPj5e0rVt+AAAAAAAIPd69eqVpw9mnjhxIsdjmzZtatnznQAAAHDrs2QnUmBgoCQpJSXFiukBAAAAAAAAAABgMUtCpI4dO8o0Ta1du9aK6QEAAAAAAAAAAGAxS0KksWPHqmjRolq8eLF+++03K5YAAAAAAAAAAACAhSwJkWrXrq3PP/9cktSpUye9+eab2rdvn9LT061YDgAAAAAAAAAAAA7mbsWk/fr1kyQFBQXpyJEjeuONN/TGG2/IMAwVK1ZM7u7ZL2sYhqKjo60oDQAAAAAAAAAAADlgSYi0ePFiGYYh6VogZJqmJMk0TcXFxd30+oxrAQAAAAAAAAAA4ByWhEhVqlQhCAIAAAAAFHq//fabWrRo4ewyAAAAgELJkhDpxIkTVkwLAAAAAIBDtWrVSjVq1NDAgQPVv39/BQUFObskAAAAoNBwc3YBAAAAAAA409GjR/Xaa6+pRo0aatu2rebMmZOjVuwAAADA7Y4QCQAAAADgsl555RUFBQXJNE2lp6dr8+bNGj58uMqXL6/+/fvr119/tT3nFwAAAHA1BRIiLVu2TIMGDdKdd96pUqVKydPTU35+fqpXr56eeOIJffXVV0pNTS2IUgAAAAAAsHnzzTd19OhRbdmyRSNHjlSpUqVkmqbi4+P11VdfqUuXLqpcubL++9//at++fc4uFwAAAChQloZIBw8eVHBwsB555BEtXLhQhw8f1uXLl5WamqorV67owIEDWrx4sfr376+mTZtq//79VpYDAAAAAMANtWjRQp988onCw8O1dOlSPfzww/L09JRpmjp37pw++OADNWzYUE2bNtX06dN14cIFZ5cMAAAAWM6yEGnv3r265557tGfPHpmmKdM05eHhoTvuuEP16tVT1apV5ebmZju3e/duNW/enCAJAAAAAOA0Hh4e6tmzp5YsWaKIiAjNmjVLrVu3tr1//fvvv/Xss88qMDBQPXr00NKlS+msAQAAgNuWJSFSSkqKevXqpcuXL8s0TbVv316rV69WbGysjh49qj179uj48eOKjY3VihUr1LZtW0lSXFycHn30UaWkpFhRFgAAAAAAOebr66sRI0Zow4YNioyM1Lx58/TII4+oSJEiSklJ0c8//6zHHntMFSpU0Isvvqhjx445u2QAAADAoSwJkebMmaOjR4/KMAw9//zzWrNmjTp06CAPD49M47y8vNS5c2etW7dOzz77rCTpwIEDWrp0qRVlAQAAAACQa+np6dq9e7d27NihHTt2KC0tTYZh2DprREdHa8qUKapdu7aGDx+uS5cuObtkAAAAwCEsCZEyQqAGDRrogw8+yNE1H374oRo1aiRJmj9/vhVlAQAAAACQY1u3btXo0aMVEBCgDh06aPr06Tpx4oRM01SZMmU0ZswYffnll+rdu7c8PT2VlpamOXPmqHnz5oqKinJ2+QAAAEC+WRIi7d69W4ZhaMCAATIMI0fXGIah/v37yzRNnosEAAAAAHCKf/75RxMmTNAdd9yh1q1ba9asWYqOjpZpmipSpIgeeughLV26VOfOndPUqVPVt29fLV68WKdPn1avXr1kmqaOHDmil19+2dk/CgAAAJBv7lZMGh0dLUmqWrVqrq7LGB8eHu7wmhwlNTVVCxcu1JdffqmdO3fq8uXL8vHxUYMGDfTYY49p6NCh8vLycnaZAAAAAIAcOnv2rL766istWrRIu3fvliSZpmk737BhQw0ePFhPPPGEypYte8M5/P399eWXX6pixYqKiYnR8uXLC6R2AAAAwEqWhEg+Pj66ePGiIiIicnVdZGSkJKlkyZJWlJVv58+fV48ePfT7779nej06OlobNmzQhg0bFBISoh9++EHVq1d3UpUAAAAAgJxq166dNm/ebAuNMv7r7++vfv36afDgwQoODs7RXEWLFtWdd96pbdu2KTY21qqSAQAAgAJjSTu7evXqyTRNffvtt7m67ptvvpEk3XnnnVaUlS9paWl66KGHbAFSxYoV9frrr2vhwoWaOHGiatSoIUnat2+fOnXqpCtXrjizXAAAAABADmzcuFHp6elZtqvLaYCUISYmRpJ01113WVAtAAAAULAsCZG6desmSdqyZYtmzpyZo2tmzpypzZs3yzAMde/e3Yqy8mX+/Pnavn27JKlNmzbav3+/XnvtNT3xxBN6+eWXtWfPHvXs2VOSdOzYMb3//vtOrBYAAAAAkFMNGzbUlClTdPbsWS1btkw9e/aUu3veGncsXrxYFy5c0MaNGx1cJQAAAFDwLAmRnnzySVuf6DFjxmjUqFE6duzYDcceO3ZMTz31lMaMGSPDMFSmTBk99dRTVpSVL9fvqpo1a5Z8fHwynffy8lJoaKg8PDwkSUuWLCnQ+gAAAAAAubdz507t2rVLzz77bJbPO8qNhg0bqnTp0g6oDAAAAHA+y56JNG/ePPXo0UOpqakKDQ1VaGioqlatqmrVqql48eK6evWqjh49qlOnTkm61nfa3d1dixYtKpTPRDp+/LgkqVixYqpdu/YNx5QtW1bVq1fXgQMHdOLEiQKsDgAAAACQFz/88IN+/PFH9enTR7Vq1crxdX/++aemTJmi1NTUXLdyBwAAAG4VloRIktS5c2f9/PPPGjBggM6fPy9JOnnypE6ePJlpXMZDS8uWLauFCxeqY8eOVpWULxk7jxISEnTx4sUbfrIsPT1dUVFRkqRy5coVaH0AAAAAgNx7/fXXZRiGGjVqlKsQ6dSpU/r6669VpkwZC6sDAAAAnMuSdnYZOnbsqGPHjmny5Mlq166dvLy8ZJqm7cvLy0tt2rTRRx99pKNHjxbaAEmSmjdvLula6DV58uQbjpk9e7aio6MlXQvRAAAAAAC3p507d0qS4uPjnVwJAAAAYB3LdiJlKFasmJ5//nk9//zzkqS4uDhduXJFJUqUsHuuUGH2/PPPa968ebpy5Yree+89RUZG6tlnn1X16tV15swZzZ49Wx9++KEkqXLlynr11VedXDEAAAAAIMO0adO0bNmyLM+/8sormjp16k3nSU9PV0xMjPbu3SvDMFS1alXHFQkAAAAUMpaHSP9WokQJlShRoqCXzbegoCD9+uuv6tOnj06ePKnZs2dr9uzZmcYYhqFevXrpo48+UqVKlXI0b3bjwsPD5e/vr927d+erdmQtJSVFkvgduwDutevgXrsO7rVrKOj7nJKSIg8PjwJZC0DB6t27t1599VXFxsbanTNNU/v27cvVfKZpyjAMDR061FElAgAAAIVOgYRIpmlq27Zt+v333xUZGakrV67I399fFStWVLt27XTnnXcWRBn51rx5cy1ZskQ9evTQuXPn7M57eXnpzjvvvCVDMgAAAAC4nZUvX15vvvmmnn322Ruez3he780YhqFixYqpUqVK6tevn/7v//7PgVUCAAAAhYulIVJycrImT56sKVOmKCYmJstxtWrV0uuvv64+ffpYWU6+pKamavjw4Zo3b54k6e6771bfvn1VqVIlRUZG6rvvvtPGjRv17rvvav78+dqwYYNq1Khx03nPnDmT5bmMXUoNGzZ0zA8BOxmfauZ3fPvjXrsO7rXr4F67hoK+z+xCAm5vY8aM0ZgxYzK95ubmJsMw9P333+uhhx5yUmUAAABA4WRZiHT+/Hm1bdtWBw8evOknug4ePKh+/frpyy+/1HfffSd39wLvsndTAwYM0OLFiyVd65X91ltvZTr/zDPPaNasWRo1apTOnj2r9u3ba9++fSpZsqQzygUAAAAA5FBOdyEBAAAArsaStCY5OVmdO3fWgQMHJEk+Pj7q27evWrdurSpVqqhYsWKKi4vTsWPHtGnTJi1ZskRxcXH6+eefNXToUM2fP9+KsvJs06ZNtgCpa9eudgFShpEjR+qff/7RtGnTdPr0aYWEhGjcuHEFWSoAAAAAIBfS09OdXQIAAABQaLlZMemsWbO0a9cuGYahdu3a6dChQ/r000/Vr18/tWrVSk2aNFHr1q01ePBgzZ49W/v371eLFi1kmqYWLVqklStXWlFWni1dutR2PHbs2GzHvvDCC7bjn376ybKaAAAAAAAAAAAArGTJTqQvv/xSknTHHXfo559/lre3d7bjAwMDtXLlStWrV09nz57Vp59+qi5dulhRWp4cOnTIdnyzfvxVqlSRv7+/Lly4oKNHj1pdGgAAAAAgB6ZNm2Y7vv65SNe/nlf/fs4SAAAAcLuwJETat2+fDMPQyJEjbxogZShZsqSeeuopvfLKK9q2bZsVZTlEYmLiTccYhiFJKlKkiNXlAAAAAABy4Nlnn7W9V7s+9Ln+9bwiRAIAAMDtypJ2dhk9pYOCgnJ1Xc2aNSVJsbGxji4pXypVqmQ7/uuvv7IdGxERoQsXLkjK/c8PAAAAALCOaZpZvp7XLwAAAOB2ZslOpGrVqmnfvn3at2+fHnvssRxfd/LkSUlS1apVrSgrzzp27KjPPvtMkjR9+nQ98sgjWX5Sbdq0abY3Ep07dy6wGgEAAAAAWZszZ06uXgcAAABgUYj0+OOPa8KECQoJCdGoUaMUEBBw02uSkpIUGhoqwzDUu3dvK8rKs549e6pGjRo6cuSINm3apOeff16TJ0+2a1f39ddf6/3335ck+fr6atSoUc4oFwAAAADwL4MGDcrV6wAAAAAsamf3wgsvqGnTprpw4YLat2+v/fv3Zzv+0qVLeuSRR3TkyBFVq1ZN48aNs6KsPPPw8NDChQvl5eUlSZo6daoaNGigiRMn6uuvv9ann36qrl27qm/fvkpLS5NhGJo7d67KlCnj5MoBAAAAANl57rnnNGbMGO3cudPZpQAAAACFjiU7kQ4cOKAPP/xQI0eO1P79+xUcHKzu3bvrgQceUK1ateTj46PExESdPn1aW7du1Zdffqno6Gi5ubmpR48e+uKLL7Kc21kPLG3evLlWr16t3r17Kzw8XPv379eECRPsxvn4+Gju3Lnq2bNnwRcJAAAAAMiVn376ScePH9fJkyf1ww8/OLscAAAAoFCxJEQKDg62PTPIMAylpKTo+++/1/fff3/D8aZpyjAMmaapjz76KNu5nRUiSVKrVq10+PBhff755/rhhx+0d+9excTEqGTJkqpVq5a6du2q//znP+xAAgAAAIBbxLlz5ySJDwICAAAAN2BJiCRdC4ay+/5m428kI5hypuLFi2vs2LEaO3ass0sBAAAAAOSTj4+PoqKilJKS4uxSAAAAgELHkhBpzpw5VkwLAAAAAIBD9evXT1OnTtXMmTPVr18/lShRwtklAQAAAIWGJSHSoEGDrJgWAAAAAACHevfdd3Xw4EGtXLlSd911l8aOHav77rtPd955pzw8PJxdHgAAAOBUlrWzAwAAAACgsBsyZIhKliwpLy8vHT58WM8884ztnJeXl4oWLZrt9YZhKDo62uoyAQAAAKcgRAIAAAAAuKzFixfbnr9rGEam5/UmJCQoISEh2+sLw7N7AQAAAKtYGiLFxMToxx9/1N69e3Xp0iWlpaXl6DrDMPTFF19YWRoAAAAAAKpSpQpBEAAAAJAFy0Kk2bNna8yYMTf91FZWCJEAAAAAAFY7ceKEs0sAAAAACi1LQqS1a9dqxIgRmdoA5AafAgMAAAAAAAAAAHAuS0KkyZMnyzRNGYahhx9+WMOGDVOVKlVUrFgxAiIAAAAAAAAAAIBbgCUh0h9//CHDMPTAAw/o22+/tWIJAAAAAACcav/+/fryyy/11ltvObsUAAAAwBKWhEgZz0F6/PHHrZgeAAAAAACH+vHHH7Vo0SIdPHhQ8fHxSktLs2vRbpqmUlJSlJiYqNjYWKWmpkoSIRIAAABuW5aESJUrV9aRI0doXQcAAAAAKPTGjh2rGTNmZHrt+gDp+ve2/w6WeN8LAACA25mbFZN2795dpmlqzZo1VkwPAAAAAIBDbNmyRdOnT5d0LSAyTVPe3t5yd3eXYRjy9vZW8eLFbeeka8GRYRgaNmwYLdwBAABwW7MkRPq///s/+fv768svv9SqVausWAIAAAAAgHybM2eO7fjZZ59VZGSk4uLi9Mwzz8g0TQ0YMEBXrlxRSkqK/vrrLz3++OO2MKl06dJ6+OGHnVU6AAAAYDlLQqTy5ctr6dKl8vHxUffu3TVixAj9/PPPOnDggE6dOpWjLwAAAAAArLZ161YZhqH77rtPU6ZMUdmyZSVJ7dq1kyTbByOLFCmiJk2aaNGiRRo3bpxM09SHH36offv2Oa12AAAAwGqWPBNJkho1aqTOnTvryy+/1OzZszV79uwcX2sYhu0BpQAAAAAAWCUyMlKS1KtXr0yvN2nSRJJ0+vRpnT17VoGBgbZz77zzjr755hudOHFCoaGh+vjjjwuuYAAAAKAAWbIT6cqVK7rvvvv01VdfyTAMW+/o3HwBAAAAAGC1+Ph4SVKlSpUyvV6xYkX5+PhIknbv3p3pnJubm62t3datWwumUAAAAMAJLNmJ9OGHH2r37t22AKlq1aq644475Ovra8VyAAAAAADkiZ+fny5cuHDDbhg1atTQzp07tX//fnXp0iXTudq1a0uSjh8/XiB1AgAAAM5gSYi0ZMkSSVLx4sX13XffqWPHjlYsAwAAAABAvlSuXFkXLlzQwYMH7c5lhEh79uyxO5eeni5Jio2NtbxGAAAAwFksaWd36tQpGYah5557jgAJAAAAAFBotW7dWqZpasGCBUpISMh0rk6dOjJNU2vXrrW7bseOHZKufXgSAAAAuF1ZEiJ5eXlJuvYHNwAAAAAAhVX//v0lSceOHVObNm20du1a23N627VrJ0k6e/as3nnnHds1W7du1RdffCHDMFS3bt2CLxoAAAAoIJaESPXr15d07Y9wAAAAAAAKqyZNmqhfv34yTVM7duxQp06dtGrVKknXdik1aNBAkvTqq6+qRo0aatSokdq2bWvbtdS7d2+n1Q4AAABYzZIQafjw4TJNU5999pmuXr1qxRIAAAAAADjE7NmzNWDAANv31atXz3SuWLFiMk1Tx48f1969e5WWliZJuvvuuzV69OgCrxcAAAAoKJaESE888YS6dOmikydPqkuXLjd8QCkAAAAAAIWBp6en5s2bp127dul///uf7rjjDtu5u+66S9u2bdP9998vSTJNUyVKlNDIkSO1evVqeXh4OKtsAAAAwHLuVky6bt06jR49WocPH9aWLVtUr149NWzYUHXq1FHp0qVz9Ef2lClTrCgNAAAAAIAbatCgga193fXq16+vX3/9VUlJSYqJiVHZsmVVpEgRJ1QIAAAAFCxLQqT7779fhmFIkgzDUHp6usLCwhQWFpbjOQiRAAAAAACFSdGiRVW+fHlnlwEAAAAUGEtCJOnaFv/svs9ORgAFAAAAAAAAAAAA57AkRFq/fr0V0wIAAAAAkCfPP/+8ZXPTSQMAAAC3K0tCpDZt2lgxLQAAAAAAeTJ16lTLul4QIgEAAOB2ZVk7OwAAAAAACpPctFnPKdqxAwAA4HZWICFScnKytm7dqu3btysyMlJXr15VsWLFFBgYqODgYN13333y8vIqiFIAAAAAAC6ItusAAABA7lkeIn344YeaPHmyzp8/n+UYX19fjRs3TuPGjbO6HAAAAACAC6LtOgAAAJB7blZNnJSUpC5duuill17S+fPnZZpmll+XLl3S+PHj1bFjRyUnJ1tVEgAAAAAAAAAAAHLIsp1ITz75pH755RdJUtGiRfXoo4/q/vvvV7Vq1VSsWDHFxcXp8OHDWrt2rb7//nslJydr3bp1euaZZzRr1iyrygIAAAAAAAAAAEAOWBIi/fbbb1qwYIEMw1CdOnX0/fffq2bNmnbj2rRpo+HDh+vQoUN6+OGH9c8//+jzzz/XU089pcaNG1tRGgAAAAAANm+++Wa+53j11VcdUAkAAABQ+FgSIn3xxReSpJIlS+rXX39VxYoVsx1fq1Yt/fLLL6pXr55iY2P12WefKSQkxIrSAAAAAACwef3112UYRr7mIEQCAADA7cqSZyJt2rRJhmFo2LBhNw2QMgQGBmrYsGEyTVNbtmyxoiwAAAAAAOxk9wzfnHwBAAAAtytLdiKdO3dOktS0adNcXZcx/uTJkw6vCQAAAACAf/v+++9vOiYxMVGXL1/W3r179dNPP+nkyZNq3ry5li1bJn9//wKoEgAAAHAOS0IkN7drG5zS0tJydV3GeD7JBQAAAAAoCD169MjV+A8++EBPPvmkFixYoF69etFJAwAAALc1S9rZValSRZK0devWXF2X8cd3pUqVHF4TAAAAAAD5VbRoUX3xxReqUaOGtm/frs8++8zZJQEAAACWsSREatu2rUzT1Lx583Tw4MEcXXPgwAHNmzdPhmGoXbt2VpQFAAAAAEC+ubu7a8iQITJNUwsWLHB2OQAAAIBlLAmRRo0aJcMwlJSUpE6dOun333/Pdvy2bdv0wAMPKCkpSYZhaOTIkVaUBQAAAACAQ9xxxx2SpP379zu5EgAAAMA6ljwTqX79+hozZow+/vhjnTlzRi1btlSrVq3UoUMHVatWTcWLF9fVq1d19OhRrV271tb2zjAMPf3002rYsKEVZQEAAAAA4BAnTpyQJCUlJTm3EAAAAMBCloRIkjR58mRdunRJ8+bNk3TteUdZPXDUNE1J0oABA/TRRx9ZVRIAAAAAAPkWHR2tTz75RIZh2HYkAQAAALcjy0KkIkWKaM6cOeratavefvtt7dmzJ8uxjRo10n//+1/16dPHqnIAAAAAALCze/fuHI1LTU3VlStXtHPnTk2fPl2nT5+WYRjq0aOHxRUCAAAAzmNZiJThscce02OPPabTp0/r999/V2RkpK5cuaISJUqofPnyat68uapWrWp1GQAAAAAA2AkODpZhGHm6tlSpUnruueccXBEAAABQeFgeImWoXLmyKleuXFDLAQAAAACQIxkt1nOjSpUq+uabb1SmTBkLKgIAAAAKhwILkf7twoULKl68uLy9vZ1VAgAAAADAxQ0aNChH49zc3FS0aFGVK1dOzZo1U8eOHeXh4WFxdQAAAIBzOTREOnr0qKZOnapGjRpp+PDh2Y59//33FRISokcffVTjx49XrVq1HFkKAAAAAAA3NWfOHGeXAAAAABRabo6a6I033lC9evUUEhKiH3/88abj165dq/j4eC1YsED169fXxIkTHVUKAAAAAAAAAAAA8skhO5EGDhyoRYsWSbrWS3rr1q3Zjk9JSVFiYqJtfGpqqv73v//p1KlT+vTTTx1REgAAAAAAAAAAAPIh3yHS5MmTtXDhQhmGIUnq27evnn322Wyv8fDw0L59+7R//369++67WrhwoUzT1Geffabg4GA99dRT+S0LAAAAAACbU6dOWTZ3lSpVLJsbAAAAcKZ8hUhRUVF64403JEklSpTQt99+q06dOuX4+jp16mj+/Pnq2bOn+vXrp+TkZP33v/9Vv3795OPjk5/SAAAAAACwCQoKsn340ZEMw1BqaqrD5wUAAAAKg3w9E2n+/Pm6evWqDMPQokWLchUgXe/hhx/WRx99JEmKjY3VvHnz8lMWAAAAAAB2TNO05AsAAAC4XeVrJ9Kvv/4qSWrZsqW6deuWr0JGjRqljz/+WIcPH9Yvv/yiZ555Jl/zAQAAAACQYdCgQVmeS09P17fffqukpCSZpqnatWurTZs2qlGjhkqWLKmkpCSdPXtWW7du1W+//SbDMFSuXDm98MIL8vDwKMCfAgAAAChY+QqR9uzZI8Mw9OCDDzqkmEceeUTvvvuuwsLCHDIfAAAAAACSNGfOnCzPPfHEE0pMTFSFChX0xRdfqHPnzlmO3blzp/r166dDhw5pzZo1WrlypRXlAgAAAIVCvtrZXbx4UZJ0xx13OKSYunXrSpKio6MdMh8AAAAAANlZvHixvvrqK5UoUUIbNmzINkCSpMaNG2vdunUqVaqUVq9erZCQkAKqFAAAACh4+QqRihQpIkkO6wFdtGhRh8wDAAAAAEBOfPLJJzIMQ08++aRq1qyZo2sqVKigUaNGyTRNzZ0719oCAQAAACfKV4gUEBAgSTp9+rRDismYx8/PzyHzWeHMmTOaMGGCgoODVapUKXl5ealatWoaOnSodu3a5ezyAAAAAAC5sGfPHknS3XffnavrGjRoIEk6dOiQw2vKsGzZMj344IMqV66cPD09ValSJfXs2VPLly+3bM2UlBTdddddMgxDwcHBlq0DAACAW0O+QqSGDRvKNE1t3LjRIcWsXbtWklSrVi2HzOdo8+fPV506dTRx4kSFhYXp0qVLSkpK0vHjxzVnzhw1bdpU77//vrPLBAAAAADkUGJioiQpNjY2V9edP39ekpSenu7wmlJSUtS3b1/16tVLK1asUFRUlFJSUnT27Fn98MMP6tatmwYMGKDU1FSHr/3OO+/o77//dvi8AAAAuDXlK0Tq0qWLJOmXX37R0aNH81XIoUOH9Msvv8gwDLVs2TJfc1lhwYIFGjx4sOLi4uTu7q6BAwfqiy++0Pz58zVw4EAVKVJEaWlpGjdunBYsWODscgEAAAAAOVC9enVJ0rfffpvja65vY5fxbF9HGj16tL7++mtJUlBQkN577z199dVXev3111W+fHlJ0sKFC/Xcc885dN2///5b77zzjkPnBAAAwK0tXyFSnz59VKJECaWlpWnIkCFKSUnJ0zypqakaNmyY0tLSJEl9+/bNT1kOFx4erqefflqmaapEiRJavXq15s2bp6FDh2rAgAGaN2+eli1bJsMwJEkvvvhinn8XAAAAAICC89BDD8k0Ta1ZsyZHnSVM09SYMWP0999/yzAM9enTx6H1bN68WZ9//rkkqUmTJgoLC9O4cePUt29fvfbaawoLC7MFVzNmzNCOHTscsm5ycrIGDRpkye4mAAAA3LryFSL5+fnpueeek2ma2rp1q7p3766LFy/mao7o6Gg99NBD2rp1qwzDUK9evWy9pQuLN998U1euXJEkffbZZ2rbtq3dmG7dutnCr8jISIe1+AMAAAAAWOe5556Tv7+/JOnll1/WAw88oKVLlyoiIiLTuNOnT2vBggVq1qyZQkJCZBiGateurdGjRzu0nkmTJtmOP//8c/n4+GQ6X65cOS1evNj2IUZH7Rx67bXXtHfv3kL9jGIAAAAUPPf8TjBhwgStWLFCO3bs0OrVq1WrVi09/fTT6tWrlxo1anTDa0zT1J9//qkff/xRn376qWJiYiRJlSpV0qeffprfkhwqJSVF33zzjSTp3nvvzXaX1NNPPy0/Pz+VKVNGZcqUKagSAQAAAAB55O/vr59++kn333+/rl69qjVr1mjNmjWSpCJFisjb21sJCQm2zhnStfe0FStW1KpVq+Tl5eWwWi5fvqxVq1ZJklq0aKHGjRvfcFyDBg3Utm1brV+/XitWrFBsbKxKliyZ53W3b9+uDz74QJI0depUDR48OM9zAQAA4PaS7xDJ09NTK1asUKdOnRQWFqaYmBi99dZbeuutt+Tr66v69evL399fxYsXV0xMjC5cuKBDhw7p8uXLkq798S1J1apV0y+//GL7BFhhsWHDBtvuqiFDhmQ7tkWLFmrRokVBlAUAAAAAcJDmzZvr999/19ixY7Vu3Trb66mpqYqNjbUbP2DAAE2ZMsXhHx7ctGmTLay6//77sx3boUMHrV+/XklJSVq3bp169OiRpzUTExM1aNAgpaWlqWvXrho0aBAhEgAAAGzyHSJJUtmyZfXbb7/pxRdf1KxZs2x/9F66dElbt261G58RHEmSh4eHRowYoffee08lSpRwRDkOtXPnTtvxvffeazuOjY3VP//8o5iYGAUGBqp+/fq2dgIAAAAAgFtLvXr1tGbNGu3atUsrVqzQ77//rsjISF26dEmlS5dWhQoV1KpVKz3yyCOqWrWqJTXs2bPHdnyzNu/16tWzHYeFheU5RBo/frwOHjwoPz8/hYaG5mkOAAAA3L4cEiJJkre3t2bMmKFnn31WM2bM0A8//KCTJ09mCowyGIahhg0bqlevXhoyZIgqV67sqDIcbu/evbbjatWqKSIiQi+99JKWLFmihIQE27nAwEC9+uqrGjFiBGESAAAAANyigoODFRwc7JS1T5w4YTsOCgrKduz176NPnjyZp/U2b96sjz/+WJL00UcfKTAwME/zAAAA4PblsBApQ40aNTR16lRNnTpVZ8+e1cGDBxUdHa2kpCQVL15cFStWVJ06deweDlpYnTp1SpLk5eWlQ4cO6f7771d0dLTduLNnz2rkyJH67bffNHv2bLm5ueVo/kqVKmV5Ljw8XP7+/tq9e3feisdNpaSkSBK/YxfAvXYd3GvXwb12DQV9n1NSUuTh4VEgawHAv0VFRdmOb9bqvXTp0rbjG71HvZmrV69qyJAhSk9PV9euXR3Wwo73uM7F30eug3vtOrjXroN77Rpuxfe4Dg+RrhcYGHjLf5Ipo/+1aZrq1q2boqOj1aNHD02YMEENGjTQ5cuXtXTpUk2YMEExMTGaN2+eqlevrv/9739OrhwAAAAAkFu7du3S999/r+3btysyMlJXr15VsWLFFBgYqODgYHXr1i1Tq3NHio+Ptx17eXllO/b689dfl1MvvfSSjh49Shu7/6+9Ow+voj7///8aEkJYTFhCwk4UEJElEFBQqoRNFrGAFRA/QljKruCuX20rVkWtVVARbABZe7G0IJUisoRVqFJZIouCWhYDYQ9hzUIyvz/4ZZr0ZDlJzjmTnHk+riuXkzPvmfc9uc85zO19Zg4AAAAKZJh53W8OlqZNm+rw4cPW7+PHj9fHH3/sMm7fvn3q0KGDrl27pqCgIB05ckR16tQp0dzZn+BKTEws0X6Qv+yOb6tWrWyOBN5Grp2DXDsHuXYGX+eZ8y/Auc6ePasRI0boiy++KHTsAw88oHnz5ikiIsKjMXTp0kWbNm2SJF24cEHVqlXLd+yFCxdUo0YNSVLnzp21ceNGt+eJj49X9+7dZZqm5s6d63IVUvYt2qOiorR3796iHUQBeI/1Ps6PnINcOwe5dg5y7QxlscZ1755rDpazx9agQQNNmzYtz3EtW7bUiy++KElKT0/XvHnzfBAdAAAAAKCkEhMT1bZtW33xxRcyTdP6MQxDlSpVkqRcj69bt07R0dE6ceKER+OoWLGitZyenl7g2LS0NGs5KCjI7TkuXbqkESNGyDRNj97GDgAAAP6JJlIhqlSpYi0PHDiwwPsHDh482Fretm2bV+MCAAAAAJScaZrq37+/EhMTZZqm7rjjDs2aNUtHjhzRjRs3dPnyZd24cUOHDx/WjBkzdMcdd8g0TSUlJWnQoEHy5M09ctafqampBY7NuT5n86kwzzzzjI4fP67Q0FBuYwcAAIBC0UQqREhIiLXcrFmzAsc2adJEgYE3v2aKy/MBAAAAoPRbsmSJdu3aJcMwNGjQIO3du1cjR45Uw4YNrTGGYahx48YaO3as9u7dq4EDB0qS/vWvf2nNmjUeiyXn7evOnz9f4NgLFy5Yy+Hh4W7tf82aNZozZ44kaerUqWX+O4wBAADgfTSRCnHbbbdZy+58wiz7NgJZWVleiwkAAAAA4BnLli2TJN16662aP39+obeGCwoK0oIFC6xa8dNPP/VYLE2bNrWWjx8/XuDYnOsjIyPd2v/SpUut5REjRsgwjDx/siUkJFiPxcTEuHcQAAAA8Cs0kQrRsmVLa/no0aMFjr1y5YquXbsmSXyiCwAAAADKgG+//VaGYWj48OFuf7dQUFCQ9b1C2V+O7AnNmze3lg8cOFDg2Jzrc9atAAAAgCcF2h1Aade5c2drefXq1Xr99dfzHbt9+3ZrOSoqyqtxAQAAAABK7uzZs5Kk22+/vUjbNWnSRJJnb2XeoUMHVahQQWlpadq4caNeeeWVfMfGx8dLkgICAnTfffe5tf+JEyeqX79+hY7r37+/pJtXOE2dOlWSFBYW5tYcAAAA8C80kQrRunVr3XnnnTp48KD27NmjL774Qr17985z7AcffGAtP/roo74KEQAAAABQTJUqVVJKSoouXrxYpO2yx1eqVMljsYSEhKhHjx76/PPPtWnTJu3bty/Pq4wSEhK0ZcsWSVLPnj0VGhrq1v6jo6MVHR3tdjyhoaFuNZ0AAADgv7idnRsmT55sLY8YMSLP2xW888471heqxsTEqG3btr4KDwAAAABQTNlXIP3zn/8s0narVq2SJDVq1Mij8Tz77LOSbn4n72OPPWZdKZXtzJkzGjx4sPWdvc8//7xH5wcAAAByoonkhgEDBmjo0KGSpNOnT+vuu+/W6NGjtWDBAs2ePVsPPPCAXnrpJUlSlSpVNHv2bDvDBQAAAAC4qVevXjJNU//85z/12WefubXNihUr9M9//lOGYahnz54ejef+++9XbGysJGn//v2KiorS66+/riVLluj1119XVFSUvv/+e0nSyJEj1alTJ5d9REZGyjAMGYahzZs3ezQ+AAAAOAu3s3PT3LlzVbVqVX300UdKS0vTrFmzNGvWrFxj6tWrp1WrVnn8k2gAAAAAAO8YN26c3nvvPV29elWPPfaYJk+erCeeeEKVK1d2GXvlyhVNnz5dr732mqSbt7KbMGGCx2OKi4vT5cuXtWLFCiUlJekPf/iDy5iBAwdqxowZHp8bAAAAyKlUNZG6dOkiSTIMw/qS0NKiXLly+uCDDzRkyBDFxcVp48aNOnnypCpVqqRGjRrp0Ucf1ciRIxUSEmJ3qAAAAAAAN4WHh+ujjz7S8OHDlZ6erpdffllvvPGG7rrrLt12222qXLmyrl69qp9//ln//ve/df36dZmmKcMwNGPGDIWHh3s8pqCgIC1fvlyfffaZPv30U/373//WhQsXFBoaqrvuukujRo1S//79PT4vAAAA8L9KVRNp8+bNMgzD7jAK1K5dO7Vr187uMAAAAAAAHhIbGyvTNDVu3DilpaXp6tWr2rJli7Zs2ZJrXPb3EAUHB2v69OkaMmSIV+Pq379/sZpFR48eLdG82ccJAAAAlLrvROJkFQAAAADga8OGDdNPP/2kJ554QrfeeqtM03T5adiwoSZNmqTvv/9eI0aMsDtkAAAAwOtK1ZVIc+fOtTsEAAAAAIBD1a1bVx9++KE+/PBDnT17VqdPn9alS5dUpUoV1apVyyu3rgMAAABKs1LVRIqNjbU7BAAAAAAAVLNmTdWsWdPuMAAAAABblbrb2QEAAAAAAAAAAMB+pepKJAAAAAAAvGHBggVe2/fQoUO9tm8AAADATj5pIqWnp2v79u365ptvdPr0aV29elWVKlVS3bp11bp1a913330KDg72RSgAAAAAAAcaNmyYDMPw+H4Nw6CJBAAAAL/l9SbSe++9pz//+c86c+ZMvmNCQ0P14osv6sUXX/R2OAAAAAAABzNN0+4QAAAAgDLDa02ktLQ09evXT+vWrZNU8In6xYsX9fLLL2vDhg1avXq1goKCvBUWAAAAAMDBDMNQuXLl1KlTJ/Xo0YP6EwAAACiA15pIo0eP1tq1ayVJFSpU0COPPKJu3brptttuU6VKlXTlyhX9+OOPio+P12effab09HRt3LhRTz75pP7yl794KywAAAAAgAN17dpVmzdvVmZmpjIzM7Vp0ybt3r1bv/71rzVo0CB1795dgYF8bTAAAACQk1fOkHfs2KGFCxfKMAw1a9ZMn332mZo0aeIyrlOnTvrtb3+rw4cP6+GHH9bBgwc1e/ZsjR07Vm3atPFGaAAAAAAAB1q/fr3Onz+v5cuX629/+5s2b96sixcvauHChVq4cKGqVq2qhx9+WAMHDlTXrl1Vrlw5u0MGAAAAbOeVs+I5c+ZIkm655RatW7cuzwZSTrfffrvWrl2rkJAQSdKsWbO8ERYAAAAAwMFq1Kih0aNHa/369UpKStLMmTMVExOjcuXKKTk5WZ9++ql69uypWrVqaezYsdq4cSPfoQQAAABH80oTaevWrTIMQyNHjlSdOnXc2qZu3boaOXKkTNPUV1995Y2wAAAAAACQJIWFhWnMmDGKj4/XyZMnNWPGDHXq1EmGYejcuXOaNWuWunfvrtq1a2vChAnasmWL3SEDAAAAPueVJtLJkyclSe3atSvSdtnjjx075vGYAAAAAADIS82aNa0rj06ePKmPP/5Y999/vwzD0JkzZ/TJJ5+oS5cuqlOnjiZNmsQHHwEAAOAYXmkiZd87OjMzs0jbZY/ndgEAAAAAADuEh4dr3Lhx2rRpk06cOKGPPvpI9913nwzD0KlTpzR9+nR16tRJ9evX19NPP61//etfdocMAAAAeI1XmkgNGjSQJG3fvr1I22V/mqtevXoejwkAAAAAgKKIiIjQhAkTtHnzZp04cUIff/yxunTpooCAAJ04cUIffvih7rvvPrvDBAAAALzGK02kmJgYmaap+fPn69ChQ25t88MPP2j+/PkyDEOdO3f2RlgAAAAAABRLRESE2rVrp3bt2qlevXoyDEOmaXInDQAAAPg1rzSRxo0bJ8MwlJaWpgceeEBff/11geP/9a9/qUePHkpLS5NhGBozZow3wgIAAAAAoEi2bdump556Sg0aNFCHDh30pz/9SceOHZNpmipXrhxXIgEAAMCvBXpjpy1atNDEiRP1wQcfKDExUR07dtSvfvUrde3aVbfddpsqV66sq1ev6ueff1Z8fLx12zvDMPTEE0+oVatW3ggLAAAAAIACZWZmatOmTVq+fLlWrlypM2fOSPrvd/dmN44eeeQR/eY3v1GtWrXsDBcAAADwKq80kSTpz3/+sy5evKj58+dLuvl9R9nfefS/sk/GhwwZoqlTp3orJAAAAAAAXGRkZGjdunVavny5Pv/8cyUnJ0v6b60aEBCg+++/XwMGDNDDDz+s8PBwO8MFAAAAfMZrTaSAgADNnTtXvXv31htvvKF9+/blOzYqKkovvfSSBg0a5K1wAAAAAACwXL9+XWvWrNHy5cu1evVqXb58WVLuxlFMTIwGDBig/v37q2bNmnaGCwAAANjCa02kbAMGDNCAAQP0yy+/6Ouvv9bp06d16dIlValSRbVq1VL79u3VsGFDb4cBAAAAAHC4y5cv65///KeWL1+uL7/8UtevX5f038ZRYGCgOnfubDWOatSoYWe4AAAAgO283kTKVr9+fdWvX99X0wEAAAAAYHnooYe0YcMGpaenS/pv46h8+fLq2rWrHnnkEfXr10/Vq1e3M0wAAACgVPFZEwkAAAAAALusXr3aWq5QoYK6deumAQMGqG/fvgoNDbUxMgAAAKD0ookEAAAAAHAEwzCs/27fvl3bt2/XU089VeJ9nj9/3gPRAQAAAKVPiZpI3rrMn5NwAAAAAIC3pKWlKS0tzbqlXUlkN6YAAAAAf1SiJtLFixdlGIZHTrxz4iQcAAAAAOBJDRo0oNYEAAAAiqhETSRPnISbpqnjx49b+/F0QwoAAAAAgKNHj9odAgAAAFDmlKiJVNKT8J9//lm//e1vdfz4cUk3G0ghISH605/+VKL9AgAAAAAAAAAAoGTK2TGpaZp67733FBUVpa1bt1q3xOvTp48OHDig0aNH2xEWAAAAAAAAAAAA/n8luhKpOPbv36+RI0fq22+/tW5dFxYWpg8++ECDBw/2dTgAAAAAAAAAAADIg8+uRLpx44YmT56sdu3a5WogDR48WN9//z0NJAAAAAAAAAAAgFLEJ1ci7dy5UyNHjtTBgwet5lHdunU1c+ZM9enTxxchAAAAAAAAAAAAoAi8eiVSamqqnn32WXXs2NFqIBmGodGjR+vgwYM0kAAAAAAAAAAAAEopr12JtGnTJo0aNUpHjhyxrj5q3LixZs2apU6dOnlrWgAAAAAAAAAAAHiAx69Eunz5skaPHq1u3bpZDaSAgAA999xz+u6772ggAQAAAAAAAAAAlAEevRJp1apVGj9+vE6ePGldfdSyZUvNmTNH7dq18+RUAAAAAAAAAAAA8CKPXIl07tw5DR48WP369bMaSEFBQXrttde0a9cuGkgAAAAAAAAAAABlTImvRPrrX/+qp59+WufPn7euPurQoYPmzJmjZs2alThAAAAAAAAAAAAA+F6Jmkh9+vTRmjVrrOaRYRiKjY3VxIkTlZGRoe+++67Y+27VqlVJQgMAAAAAwC2XLl3Sli1bdODAAZ06dUrXr19X1apVVbNmTd1+++3q3LmzbrnlFpftMjMz1a5dO3Xp0kUvvviiwsPDbYgeAAAA8J4SNZG++OILGYYhwzCsx+bPn6/58+eXKCjDMHTjxo0S7QMAAAAAgIJs3LhR77//vtatW6fMzMx8xwUGBiomJkavvPKK7r//fuvxxYsXKyEhQT/88IOef/55X4QMAAAA+FSJb2eXfRUSAAAAAABlQXJyskaOHKl//OMfkgqvazMyMrRhwwZt2LBBDz74oBYtWqSAgAC9/PLLMgxDjz32mGrVquWL0AEAAACfKlETKTY21lNxAAAAAADgdYmJiYqJidGRI0es5lH58uXVqVMntWzZUhEREapevbouXbqk8+fPa/fu3dq+fbuuXLkiSVq9erXuvvtutWvXTomJiapcubJ+//vf23lIAAAAgNeUqIk0d+5cT8UBAAAAAIBXpaamqlevXvrPf/4jSapatareeOMNPf744woJCcl3u4yMDM2bN09TpkzRsWPHdPjwYf34448yDENvvvmmIiMjfXQEAAAAgG+VszsAAAAAAAB84dVXX9WBAwdkGIbuu+8+/fDDDxo/fnyBDSTp5pVKo0aN0t69e9WtWzdJN2+BFxkZqYkTJ/oidAAAAMAWNJEAAAAAAH7vzJkz+uijj2QYhpo1a6bPP/9c4eHhRdpHaGioGjdubP1+7Ngx/fzzz54OFQAAACg1aCIBAAAAAPze4sWLlZqaKsMwtGjRIoWGhhZ5H/Hx8frLX/4iwzAk3bwaacmSJZ4OFQAAACg1aCIBAAAAAPze2rVrJUkxMTFq3bp1sfbxxz/+UZLUtm1b/epXv5Jpmtq8ebOHIgQAAABKH5pIAAAAAAC/t2/fPhmGoQceeKBY2x8+fFjbtm2TdLOZ1KtXL0nS999/77EYAQAAgNIm0O4AAAAAAADwtnPnzkmSIiMji7X9Lbfcotdee01btmxRjx49dOHCBUnS+fPnPRUiAAAAUOpwJRIAAAAAwO9lf49RRkZGsbavXbu2fv/732vDhg0yDEOmaebaLwAAAOCPaCIBAAAAAPxeWFiYJCkxMdEj+/vll18kSTVq1PDI/gAAAIDSiCYSAAAAAMDvtWjRQqZpav369R7Z37p162QYhlq1auWR/QEAAAClEU0kAAAAAIDf69GjhyRpy5Yt2r9/f4n2lZCQoK1bt+baLwAAAOCPaCIBAAAAAPzeo48+quDgYGVlZWncuHHF/m6k1NRUjR49WllZWapYsaIGDx7s4UgBAACA0oMmEgAAAADA70VERGjcuHEyTVM7duzQo48+qmvXrhVpH5cuXdJvfvMb/fvf/5ZhGJo4caJq1qzppYgBAAAA+9FEAgAAAAA4whtvvKHbb79dkrRy5UpFR0fr73//u7KysgrcLiMjQwsXLlRUVJS+/PJLSVLLli01efJkb4cMAAAA2CrQ7gAAAAAAAPCFihUrau3atYqJidGxY8f0448/atCgQQoLC9M999yj1q1bq0aNGqpSpYouX76s8+fPa/fu3dqxY4cuXrwoSTJNU02aNNGXX36poKAgew8IAAAA8DKaSB6QkZGhDh06aPfu3YqKitLevXvtDgkAAAAAkIeGDRtq165dGjFihD7//HNJ0rlz57Rq1SqtWrUq3+1M05QkPfLII5o1a5ZCQ0N9Ei8AAABgJ25n5wFvvvmmdu/ebXcYAAAAAAA3VK9eXStXrtSGDRvUu3dvlStXTqZp5vtTrlw5Pfjgg9q4caOWLVtGAwkAAACOwZVIJbR79269+eabdocBAAAAACiiLl26qEuXLkpJSdHWrVu1f/9+JSUl6dq1a6pUqZJq1aqlFi1aqFOnTjSOAAAA4Eg0kUogPT1dsbGxunHjht2hAAAAAACKKTQ0VA899JAeeughu0MBAAAAShVuZ1cCr776qvbv36+qVavaHQoAAAAAAAAAAIBH0UQqpm+++UbvvvuuJGnatGn2BgMAAAAAAAAAAOBhNJGKITU1VbGxscrMzFTv3r0VGxtrd0gAAAAAAAAAAAAeRROpGF5++WUdOnRIVatWVVxcnN3hAAAAAAAAAAAAeBxNpCLatm2bPvjgA0nS1KlTVbduXZsjAgAAAAAAAAAA8LxAuwMoS65evarhw4crKytLvXv31rBhw0q8z3r16uW7LikpSWFhYfruu+9KPA/ylpGRIUn8jR2AXDsHuXYOcu0Mvs5zRkaGypcv75O5AAAAAAAo7bgSqQheeOEF/fzzz9zGDgAAAAAAAAAA+D2uRHJTfHy8Zs6cKcmzt7FLTEzMd132VUqtWrXyyFxwlf2pZv7G/o9cOwe5dg5y7Qy+zjNXIQEAAAAA8F9cieSGS5cuacSIETJN02O3sQMAAAAAAAAAACjNaCK54ZlnntHx48cVGhrKbewAAAAAAAAAAIAj0EQqxJo1azRnzhxJnr2NHQAAAAAAAAAAQGlGE6kQS5cutZZHjBghwzDy/MmWkJBgPRYTE2NDxAAAAAAAAAAAACVHEwkAAAAAAAAAAAAuAu0OoLSbOHGi+vXrV+i4/v37S5IiIyM1depUSVJYWJg3QwMAAAAAAAAAAPAamkiFiI6OVnR0tNvjQ0ND3Wo6AQAAAAAAAAAAlGbczg4AAAAAAAAAAAAuaCIBAAAAAAAAAADABU0kAAAAAAAAAAAAuKCJBAAAAAAAAAAAABeBdgfgL0zTtDsEAAAAAAAAAAAAj+FKJAAAAAAAAAAAALigiQQAAAAAAAAAAAAXNJEAAAAAAAAAAADggiYSAAAAAAAAAAAAXNBEAgAAAAAAAAAAgAuaSAAAAAAAAAAAAHBBEwkAAAAAAAAAAAAuaCIBAAAAAAAAAADABU0kAAAAAAAAAAAAuKCJBAAAAAAAAAAAABc0kQAAAAAAAAAAAOCCJhIAAAAAAAAAAABc0EQCAAAAAAAAAACAC5pIAAAAAAAAAAAAcEETCQAAAAAAAAAAAC5oIgEAAAAAAAAAAMAFTSQAAAAAAEqhlStX6sEHH1R4eLiCgoJUr1499evXT6tXr/bI/q9cuaJp06apa9eu1hzVq1dX+/bt9dprr+n8+fMemQcAAABlV6DdAQAAAAAAgP/KyMjQkCFDtHTp0lyPnzhxQidOnNA//vEPPf7445o7d64CA4tX1n/99dcaMGCAEhMTcz2enJysnTt3aufOnZo2bZoWL16snj17FvtYAAAAULbRRAIAAAAAoBQZP3681UCKjIzU2LFj1bBhQx06dEiffPKJTp06pUWLFqlq1ar66KOPirz/Q4cOqWfPnkpJSZEk3XPPPRo4cKDq1q2rM2fOaMWKFdq4caMuXryovn37atOmTbr33ns9eowAAAAoG2giAQAAAABQSmzbtk2zZ8+WJEVHR2vTpk0KCQmx1o8bN06dO3fWwYMHNX36dA0bNkxt27Yt0hyTJk2yGkivvvqqJk+enGv9hAkTNHXqVD3zzDNKT0/XqFGj9N133ykgIKBkBwcAAIAyh+9EgiTJNE2dOnVKP/zwg06dOiXTNO0OCQAAAAAc55133rGWZ8+enauBJEnh4eFasmSJDMOQJL355ptF2v/Ro0e1du1aSVLHjh1dGkjZnn76afXt21eSdPDgQW3btq1I8wAAAMA/0ERyuNTUVMXFxalNmzaqXbu2mjVrptq1a6tNmzaKi4tTamqq3SECAAAAgCOkpKToyy+/lCTde++9atOmTZ7jWrZsqZiYGEnSF198ocuXL7s9x7p166zlIUOGFDh20KBB1vLXX3/t9hwAAADwHzSRHOz06dPq2LGjxowZo4SEhFzrEhISNGbMGHXs2FGnT5+2KUIAAAAAcI6tW7cqMzNTktStW7cCx3bt2lWSlJaWpo0bNxZpnhYtWig0NFRNmzYtcFz16tWt5eTk5CLNAQAAAP9AE8mhUlNT1bt3b+3evbvAcbt379aDDz7IFUkAAAAA4GX79u2zllu2bFng2ObNm1vL//uhwIKMHj1a+/bt08WLF62rmfJz4MABazksLMztOQAAAOA/aCI51IIFCwptIGXbtWuXFi5c6OWIAAAAAMDZjh49ai1HRkYWOLZ+/frW8rFjxzweS1ZWlubMmWP9fs8993h8DgAAAJR+NJEcyDRNzZgxo0jbfPzxxzJN00sRAQAAAADOnj1rLRd25U/OW82dP3/e47FMnz5dBw8elCQ1btyYJhIAAIBDBdodAHzv9OnTRbrdgXTz9ginT59WrVq1vBQVAAAAADjbtWvXrOXg4OACx+Zcn3M7T9ixY4eef/556/cpU6YoICDArW3r1auX77qkpCSFhYXpu+++K3GMyFtGRoYk8Td2AHLtHOTaOci1M/g6zxkZGSpfvnyJ9sGVSA508eLFYm2XkpLi2UAAAAAAAJbs/6kgSRUqVChwbM71N27c8FgMCQkJ6tOnj9LT0yVJQ4cO1YABAzy2fwAAAJQtXInkQFWrVi3WdqGhoZ4NBAAAAABgqVixorWc3cTJT1pamrUcFBTkkfl37typnj17Kjk5WZLUvn17zZw5s0j7SExMzHdd9lVKrVq1Kn6QKFD2p5r5G/s/cu0c5No5yLUz+DrPJb0KSeJKJEeKiIhQVFRUkbZp3bq1IiIivBQRAAAAAKBKlSrWcmpqaoFjc67P2XwqrjVr1qhr165WAyk6Olpr1qxRpUqVSrxvAAAAlF00kRzIMAyNHz++SNuMHz9ehmF4KSIAAAAAQLVq1azl8+fPFzj2woUL1nJ4eHiJ5o2Li9NDDz2kK1euSJI6dOig+Pj4XPEAAADAmWgiOdTQoUMVHR3t1ti2bdtqyJAhXo4IAAAAAJytadOm1vLx48cLHJtzfWRkZLHnfOWVVzRmzBhlZmZKknr27KkNGzYU+zboAAAA8C80kRwqODhYX3zxhdq2bVvguLZt22r16tUKDg72UWQAAAAA4EzNmze3lg8cOFDg2JzrW7ZsWaz5JkyYoClTpli/x8bGatWqVapcuXKx9gcAAAD/QxPJwSIiIvTVV18pLi4uz+9IGjZsmL766iu+CwkAAAAAfKBDhw6qUKGCJGnjxo0Fjo2Pj5ckBQQE6L777ivyXC+88IJmzJhh/f7SSy9p3rx5CgwMLPK+AAAA4L9oIjlccHCwRo0apT179igpKUk//PCDBg8erF//+tcaOXIkVyABAAAAgI+EhISoR48ekqRNmzZp3759eY5LSEjQli1bJN28/VxoaGiR5lm2bJneffdd6/e3335bb731VjGjBgAAgD/jI0aQJBmGoVq1aqlWrVr661//KsMw7A4JAAAAABzn2Wef1eeffy7TNPXYY49p48aNqlmzprX+zJkzGjx4sEzTlCQ9//zzRdr/2bNnNXbsWOv3SZMm6cUXX/RM8AAAAPA7NJHgggYSAAAAANjj/vvvV2xsrObPn6/9+/crKipK48aNU5MmTfTjjz9qxowZOnXqlCRp5MiR6tSpk8s+IiMjdezYMUk3r2iKiYmx1k2dOlXJycmSpGrVqunee+/VypUrC42rQYMGio6OLvkBAgAAoEyhiYR8ZWZmavPmzYqJiVFAQIDd4QAAAACAI8TFxeny5ctasWKFkpKS9Ic//MFlzMCBA3N9p5G75s2bZy0nJydr0KBBbm0XGxuba1sAAAA4A9+JhDxdvXpVjRo1Urdu3Qr9QlcAAAAAgOcEBQVp+fLlWrFihfr06aOIiAiVL19eYWFh6tWrl1asWKGlS5cqKCioSPs9d+6ckpKSvBQ1AAAA/BFXIiFPlStXVuPGjXXs2DHNmzdP3bt3tzskAAAAAHCU/v37q3///kXe7ujRo3k+HhYWZn2XEgAAAOAOrkRCvoYPHy5JWrFihS5evGhvMAAAAAAAAAAAwKdoIiFf/fv3V0hIiFJTU7V06VK7wwEAAAAAAAAAAD5EEwn5qlSpkh599FFJ0ty5c22OBgAAAAAAAAAA+BJNJBQo+5Z233zzjb7//nubowEAAAAAAAAAAL5CEwkFat++ve644w5JXI0EAAAAAAAAAICT0ERCgQzD0IgRI9SxY0e1a9fO7nAAAAAAAAAAAICPBNodAEq/5557Ts8//7zdYQAAAAAAAAAAAB/iSiQUyjAMu0MAAAAAAAAAAAA+RhMJRbJnzx5duHDB7jAAAAAAAAAAAICX0USC27p3767o6GgtXLjQ7lAAAAAAAAAAAICX0USC2+68805J0ty5c22OBAAAAAAAAAAAeBtNJLht+PDhkqSEhATt2bPH5mgAAAAAAAAAAIA30USC21q3bq3WrVtL4mokAAAAAAAAAAD8HU0kFMmwYcMkSX/961+VlpZmbzAAAAAAAAAAAMBraCKhSP7v//5P5cuX14ULF7Rq1Sq7wwEAAAAAAAAAAF5CEwlFEhYWpoceekgSt7QDAAAAAAAAAMCf0URCkQ0fPly33367OnfubHcoAAAAAAAAAADASwLtDqCsuXLlimbPnq1Vq1Zp3759unjxoqpUqaImTZqod+/eeuKJJ1SjRg27w/Sq3r1768EHH5RhGHaHAgAAAAAAAAAAvIQmUhF8/fXXGjBggBITE3M9npycrJ07d2rnzp2aNm2aFi9erJ49e9oUpfeVK8cFbAAAAAAAAAAA+DuaSG46dOiQevbsqZSUFEnSPffco4EDB6pu3bo6c+aMVqxYoY0bN+rixYvq27evNm3apHvvvdfmqL3v+PHjMk1TDRs2tDsUAAAAAAAAAADgQVxS4qZJkyZZDaRXX31VO3bs0FNPPaUBAwZowoQJio+P1/vvvy9JSk9P16hRo5SZmWlnyF739NNPKzIyUm+++abdoQAAAAAAAAAAAA+jieSGo0ePau3atZKkjh07avLkyXmOe/rpp9W3b19J0sGDB7Vt2zZfhWiLZs2ayTRNLVmyRNeuXbM7HAAAAAAAAAAA4EE0kdywbt06a3nIkCEFjh00aJC1/PXXX3stptJg0KBBCg4O1uXLl/XZZ5/ZHQ4AAAAAAAAAAPAgmkhuatGihUJDQ9W0adMCx1WvXt1aTk5O9nZYtgoNDdXDDz8sSZo7d67N0QAAAAAAAAAAAE+iieSG0aNHa9++fbp48aJiYmIKHHvgwAFrOSwszMuR2W/48OGSpI0bN+rYsWM2RwMAAAAAAAAAADyFJpIHZWVlac6cOdbv99xzj43R+EaXLl3UoEEDmaap+fPn2x0OAAAAAAAAAADwkEC7A/An06dP18GDByVJjRs3dquJVK9evXzXJSUlKSwsTN99953HYvSGnj17Ki4uTnFxcfr1r3+tcuXKTm8yIyNDkkr93xglR66dg1w7B7l2Bl/nOSMjQ+XLl/fJXAAAAAAAlHZl5//2l3I7duzQ888/b/0+ZcoUBQQE2BiR7/Tt21c1atRQ165dlZqaanc4AAAAAAAAAADAA7gSyQMSEhLUp08fpaenS5KGDh2qAQMGuLVtYmJivuuyr1Jq1apVyYP0olatWun06dNlsmmW/anm0v43RsmRa+cg185Brp3B13nmKiQAAAAAAP6LK5FKaOfOnercubOSk5MlSe3bt9fMmTNtjsr3ymIDCQAAAAAAAAAA5I8mUgmsWbNGXbt2tRpI0dHRWrNmjSpVqmRzZPZJTk7W999/b3cYAAAAAAAAAACghGgiFVNcXJweeughXblyRZLUoUMHxcfHq1q1ajZHZp+4uDjVrl1bo0aNsjsUAAAAAAAAAABQQjSRiuGVV17RmDFjlJmZKUnq2bOnNmzYoKpVq9obmM3uvPNOpaWlafv27Tp8+LDd4QAAAAAAAAAAgBKgiVREEyZM0JQpU6zfY2NjtWrVKlWuXNnGqEqHjh07qkmTJpKkefPm2RsMAAAAAAAAAAAoEZpIRfDCCy9oxowZ1u8vvfSS5s2bp8DAQBujKj0Mw9CwYcMkSQsWLLCu1AIAAAAAAAAAAGUPTSQ3LVu2TO+++671+9tvv6233nrLxohKp6FDh6pcuXI6ceKE1q9fb3c4AAAAAAAAAACgmGgiueHs2bMaO3as9fukSZP04osv2hhR6VWvXj11795dkjR37lybowEAAAAAAAAAAMXFfdjcMHXqVCUnJ0uSqlWrpnvvvVcrV64sdLsGDRooOjray9GVPsOHD9fatWu1cuVKXbhwQdWrV7c7JAAAAAAAAAAAUEQ0kdwwb948azk5OVmDBg1ya7vY2Nhc2zpF3759Va9ePXXt2lVXr16liQQAAAAAAAAAQBlEE6kQ586dU1JSkt1hlCnBwcE6cuSIAgN5egEAAAAAAAAAUFbxf/kLERYWJtM07Q6jzKGBBAAAAAAAAABA2VbO7gDg39LS0vTdd9/ZHQYAAAAAAAAAACgimkjwmk2bNqlOnTrq1q2bMjIy7A4HAAAAAAAAAAAUAU0keE3z5s116dIlnT17VqtXr7Y7HAAAAAAAAAAAUAQ0keA14eHhevDBByVJc+fOtTkaAAAAAAAAAABQFDSR4FXDhw+XJK1evVqnT5+2ORoAAAAAAAAAAOAumkjwqt69e6tmzZrKzMzUokWL7A4HAAAAAAAAAAC4iSYSvKp8+fJ6/PHHJd28pZ1pmjZHBAAAAAAAAAAA3EETCV6XfUu7AwcOaNeuXTZHAwAAAAAAAAAA3BFodwDwfy1btlT79u1Vo0YNGYZhdzgAAAAAAAAAAMANNJHgE9u2bVP58uXtDgMAAAAAAAAAALiJ29nBJ2ggAQAAAAAAAABQttBEgk9lZWVp7969docBAAAAAAAAAAAKQRMJPnPkyBE1btxY0dHR+uWXX+wOBwAAAAAAAAAAFIAmEnymQYMGSk9Pl2maWrBggd3hAAAAAAAAAACAAtBEgs8EBARo6NChkqR58+bJNE2bIwIAAAAAAAAAAPmhiQSfGjZsmCTpp59+0ldffWVvMAAAAAAAAAAAIF80keBTt99+uzp27ChJmjt3rs3RAAAAAAAAAACA/NBEgs8NHz5ckrRs2TJduXLF5mgAAAAAAAAAAEBeaCLB5wYOHKhKlSrp6tWr+vvf/253OAAAAAAAAAAAIA+BdgcA57nlllv0yCOP6IcfflCNGjXsDgcAAAAAAAAAAOSBJhJsMWvWLAUFBck0TZ06dUoXL15U1apVFRERIcMwfBKDaZo6d+6cLl++rPDwcJ/Pffr0aduO24657T5mp+Xa7r+303Jt9zE7dW5y7f9z2/n+DQAAAAAAuJ0dbJKVlaW4uDi1adNGtWvXVrNmzVS7dm21adNGcXFxSk1N9drcqamp1txdu3ZVv379bJnbzuP25dyl5ZidkuvS8vd2Sq5LyzE7dW5y7b9z2/n+DQAAAAAAcjBRatWtW9esW7eu3WF43KlTp8zo6GhTUr4/0dHR5qlTp5i7jM/txGO2c24nHrOdczvxmJ06txOP2c657Txm0/Tf8y8AKA14j/W+hIQEMyEhwe4w4APk2jnItXOQa2fwdZ49cf7FlUjwqdTUVPXu3Vu7d+8ucNzu3bv14IMPevSTxszt27mdeMx2zu3EY7Zzbices1PnduIx2zm3nccMAAAAAABc0USCTy1YsKDQ/zGUbdeuXVq4cCFzl9G5nXjMds7txGO2c24nHrNT53biMds5t53HDAAAAAAAXBmmaZp2B4G81atXT5KUmJhocySeYZqm2rRpo4SEBLe3iYqK0q5du3Tu3LkCx9WoUUOBgYGSpLS0NF28eNFl7m7duunAgQNuz928eXNt2LBBFSpUULVq1azHk5OTlZ6enu92lStXVpUqVazfT58+ra5duxZr7ry+PLxmzZoqV+5m//f69eu6dOlSvvspV66cunfvXuS/+Z49e2QYhs6dO6fMzMx8x4aEhKhixYqSbn7P1dmzZyWV7O+dfcyGYSg8PNxaf+XKFV29ejXf7YOCglStWrViP8/Wrl1b4JiqVauqQoUKkqQbN27o/PnzLmOKe9ybNm1SzZo1rcdSUlIK/HR9cHCwQkNDrd/Pnj2rzp07e+w5Vtjr6X/16NGj2M+xor6ezpw5o+x/tjzxPCvK6ykgIEBhYWHFfo6tX79eWVlZ+Y7J7/WUU3GPOT4+XhEREdZj7r6esiUnJystLa3Ef+9s7ryecgoLC1Pbtm2L9Ty7dOlSkV5POd/3PPEcK8rrKef7nmmaioqK0r59+9yeu0WLFlq/fn2er2up4NdTTsU97oSEBAUEBEhy//WULSUlRdevXy/yvDnfTzzF386/AKA04T3W+7777jtJUqtWrWyOBN5Grp2DXDsHuXYGX+fZI+dfJboZHrzK3+4XnZSUVOD3G+T38+OPPxY6Zv/+/dY8a9euLdY8+f10794913H06NGjwPF/+MMfco2vUqWKR+O5ePGite/Zs2cXOLZJkybFmiMpKck0TdO88847Cxw3a9YsK5ZLly559DirVKmS6+84efJkt/JU3OdZYXlas2aNFcuBAwc8eqxNmjTJdawjR44scPyIESNyjb/99ts9Gk9RXk+VKlUq0XOsqK+nkJAQjx5rUV5PzZo1K9FzrLA8efP1VKlSpWK9nrIVlqei/hT19XTo0KFiP8+K+noq7H2vqD9FeT3lfN8r7vOsoB9vv54OHTpU5NdTtsLyVFiePcnfzr8AoDThPdb7+D4N5yDXzkGunYNcOwPfiQQUoLCrGfJT0CeZywLTxov9CrqKqCApKSkejsR3ivs8K4t58tT2dnDic6ws5qm0KO7zxYnPMzvZ9e91Wc4zAAAAAAClHbezK8X87VL/U6dOqXbt2kXe7sSJE4V+cXa9evUUFBQkSbp27ZpOnTqVa/3Zs2fVoUOHIs/99ddfq0GDBrniTkpK0vXr1/PdpmrVqqpevbr1+86dO9W+fftizZ3zFmfZIiMjrdtvXbp0qcBb/SUnJ6tdu3ZFnjspKUm1atXSL7/8ooyMjHzHhYWFKSQkRNLN228dPXpUUsn+3tnHbBiGbr31VmtdcnKykpOT8922YsWKql27drGfZ998802uWyv9r1q1aqlSpUqSpPT09Dxfl8U97m+//VZt27bNtZ/Lly/nO/6WW27J9dzYtWtXsfKc33OssNdTTufOnSvW8zv7OVbU19ORI0eshp8nnmdFeT2VL19e9evXL/Zz7Ntvv811i7j/ld/rKafiHvM333yju+++2/rd3ddTtqSkJB0/frzEf+9s7ryecgoODlbdunWLPHdSUpICAgKK9HrK+b7niedYUV5POd/3ivs8y+91LRX8esqpuMd94sQJ1alTR5L7r6ecc/7nP/8p1rzZ7yee4m/nXwBQmvAe633cCsk5yLVzkGvnINfOUBZvZ0cTqRTztxNssxjfI9K6dWvt3r27xN91wNy+nduJx2zn3E48ZjvnduIxO3VuJx6znXPbecw5+dv5FwCUJrzHeh//A9I5yLVzkGvnINfOUBabSNzODj5jGIbGjx9fpG3Gjx/vkf8xxNy+nduJx2zn3E48ZjvnduIxO3VuJx6znXPbecwAAAAAACAfJfpGJXiVP37p6PXr183o6Gi3vii7bdu25vXr15m7jM7txGO2c24nHrOdczvxmJ06txOP2c657TzmbP54/gUApQXvsd7Hl7I7B7l2DnLtHOTaGXydZ0+cf3ElEnwqODhYX3zxRa7vf8lL27ZttXr1agUHBzN3GZ3bicds59xOPGY753biMTt1bices51z23nMAAAAAADAFU0k+FxERIS++uorxcXFKSoqKte61q1bKy4uTl999ZUiIiKYu4zP7cRjtnNuJx6znXM78ZidOrcTj9nOue08ZgAAAAAAkJthmqZpdxDImxO+dNQ0TZ0+fVopKSkKDQ1VRESEz77bwDRNbdq0SVeuXNHdd9/t87ntPG475rb7mJ2Wa7v/3k7Ltd3H7NS5ybX/z21Hnp1w/gUAduE91vv4UnbnINfOQa6dg1w7g6/z7Inzr0BPBQMUh2EYqlWrlmrVqmXL3GFhYQoLC/P5/HYftx1z233MTsu13X9vp+Xa7mN26tzk2v/ntvP9GwAAAAAAcDs7AAAAAAAAAAAA5IEmEgAAAAAAAAAAAFzQRAIAAAAAAAAAAIALmkgAAAAAAAAAAABwQRMJAAAAAAAAAAAALmgiAQAAAAAAAAAAwAVNJAAAAAAAAAAAALigiQQAAAAAAAAAAAAXNJEAAAAAAAAAAADggiYSAAAAAAAAAAAAXNBEAgAAAAAAAAAAgAuaSAAAAAAAAAAAAHBBEwkAAAAAAAAAAAAuaCIBAAAAAAAAAADABU0kAAAAAAAAAAAAuKCJBAAAAAAAAAAAABc0kQAAAAAAAAAAAOCCJhIAAAAAAAAAAABc0EQCAAAAAAAAAACAC5pIAAAAAAAAAAAAcEETCQAAAAAAAAAAAC5oIhXDypUr9eCDDyo8PFxBQUGqV6+e+vXrp9WrV9sdGgAAAADAT/ii9qS+BQAAQEEC7Q6gLMnIyNCQIUO0dOnSXI+fOHFCJ06c0D/+8Q89/vjjmjt3rgID+dMCAAAAAIrOF7Un9S0AAADcwZlgEYwfP946wY6MjNTYsWPVsGFDHTp0SJ988olOnTqlRYsWqWrVqvroo49sjhYAAAAAUBb5ovakvgUAAIA7aCK5adu2bZo9e7YkKTo6Wps2bVJISIi1fty4cercubMOHjyo6dOna9iwYWrbtq1d4QIAAAAAyiBf1J7UtwAAAHAX34nkpnfeecdanj17dq4TbEkKDw/XkiVLZBiGJOnNN9/0aXwAAAAAgLLPF7Un9S0AAADcRRPJDSkpKfryyy8lSffee6/atGmT57iWLVsqJiZGkvTFF1/o8uXLvgoRAAAAAFDG+aL2pL4FAABAUdBEcsPWrVuVmZkpSerWrVuBY7t27SpJSktL08aNG70eGwAAAADAP/ii9qS+BQAAQFHQRHLDvn37rOWWLVsWOLZ58+bWckJCgtdiAgAAAAD4F1/UntS3AAAAKAqaSG44evSotRwZGVng2Pr161vLx44d81JEAAAAAAB/44vak/oWAAAARUETyQ1nz561lsPCwgocW716dWv5/PnzXosJAAAAAOBffFF7Ut8CAACgKALtDqAsuHbtmrUcHBxc4Nic63Nul5969erlu+7EiRMqV66cIiIi3IgSAAAAJXXu3DkFBATYHQYAh/Jm7emrOahxAQAASg9P1Lg0kdyQkZFhLVeoUKHAsTnX37hxo0TzGoahgIAAlS9fvkT7Qf6SkpIkSbVr17Y5EngbuXYOcu0c5NoZfJ1nzr0A2MkXtadd9a1EjesLnB85B7l2DnLtHOTaGcpijUsTyQ0VK1a0ltPT0wscm5aWZi0HBQUVuu/ExMTiB4YSy/6UHHnwf+TaOci1c5BrZyDPAJzEm7Wnr+bg/dpe/LvpHOTaOci1c5BrZyiLeeY7kdxQpUoVazk1NbXAsTnX5zw5BwAAAACgIL6oPalvAQAAUBQ0kdxQrVo1a7mwLxO9cOGCtRweHu61mAAAAAAA/sUXtSf1LQAAAIqCJpIbmjZtai0fP368wLE510dGRnorJAAAAACAn/FF7Ul9CwAAgKKgieSG5s2bW8sHDhwocGzO9S1btvRaTAAAAAAA/+KL2pP6FgAAAEVBE8kNHTp0UIUKFSRJGzduLHBsfHy8JCkgIED33Xef12MDAAAAAPgHX9Se1LcAAAAoCppIbggJCVGPHj0kSZs2bdK+ffvyHJeQkKAtW7ZIknr27KnQ0FCfxQgAAAAAKNt8UXtS3wIAAKAoDNM0TbuDKAu2bt2qTp06SZJatGihjRs3qmbNmtb6M2fOKCYmRt9//70kafPmzdZ4AAAAAADc4Yvak/oWAAAA7qKJVATDhg3T/PnzJUm1a9fWuHHj1KRJE/3444+aMWOGTp06JUkaOXKkZs+ebWeoAAAAAIAyqqS1Z2RkpI4dOybp5tVGMTExHp8DAAAAzkATqQjS09M1ePBgrVixIt8xAwcO1MKFCxUUFOTDyAAAAAAA/qKktac7TSTqWwAAALiD70QqgqCgIC1fvlwrVqxQnz59FBERofLlyyssLEy9evXSihUrtHTpUk6wAQAAAADF5ovak/oWAAAA7uBKJAAAAAAAAAAAALjgSiQAAAAAAAAAAAC4oIkEAAAAAAAAAAAAFzSRAAAAAAAAAAAA4IImEvzOlStXNG3aNHXt2lXh4eEKCgpS9erV1b59e7322ms6f/58ofvYs2ePYmNjFRkZqQoVKqhmzZr61a9+pZkzZyo9Pd0HR4HiyMjIUNu2bWUYhlq3bl3oePJcdiQmJuqVV15R69atVa1aNQUHB+u2227TiBEjtHfv3kK3J9dlw40bNzRv3jw98MADqlmzpoKCghQWFqbOnTtrxowZSk1NLXQf5Lp0mjFjhgzDUL9+/dwa/9NPP2n8+PFq0qSJgoODVb16dd1111169913dfnyZbf2kZKSotdff13R0dG65ZZbVKVKFd1xxx169tlndeTIkRIcDQAAvkWN61zUuP6LGtcZqHH9l+NqXBPwI//617/MevXqmZLy/alataq5Zs2afPfx3nvvmQEBAflu37ZtWzMxMdGHRwV3vfrqq1aeoqKiChxLnsuO+fPnm1WqVMk3VwEBAeY777yT7/bkumw4ffq02aFDhwLfv5s3b27+9NNP+e6DXJdOBw8etF7Dffv2LXT84sWLzYoVK+abx0aNGpn79+8vcB/79+8369evn+8+qlSpYv7tb3/z0BECAOA91LjORo3rn6hxnYEa1385scaliQS/8cMPP5ihoaHWi+eee+4xp06dai5btsycPn262aVLF2tdUFCQuX37dpd9LFq0yBpTuXJl87nnnjMXL15sfvDBB2ZUVJS1rl27dmZqaqoNR4n87Nq1ywwMDHTrBJs8lx0LFiwwDcMwJZmBgYHm0KFDzTlz5pgLFiwwhw4dmutkasGCBS7bk+uy4caNG2b79u2tfNSpU8ecPHmyuWjRInPKlClm48aNrXW33XabmZKS4rIPcl06/ec//zEbNmxo/f0LO8HesmWL9bouX768OXbsWHPRokXmzJkzzfvvv9/aT2RkpHnu3Lk893HmzBmzTp061tjevXtb7xtDhgwxy5UrZ50L7NixwwtHDQCAZ1DjOhs1rn+ixnUGalz/5dQalyYS/EaPHj2sF9Orr76a55j333/fGnPnnXeaN27csNYlJyeb1atXN6Wbn+Tat29frm3T09PNwYMHW9v/+c9/9ubhoAjS0tLMFi1a5OrA53eCTZ7LjpMnT5ohISHWJyo2bdrkMmbVqlXWCXhERISZnp5urSPXZcenn35q5aFTp04uJ9DXr183+/XrZ4155ZVXcq0n16XT1q1bzVq1auV6by7oBDsjI8O8/fbbrZPf+Pj4XOuzsrLM559/3trXE088ked+RowYYY154403XNavXLnSOolv1aqVmZWVVaLjBADAW6hxnYsa1z9R4zoHNa5/cnKNSxMJfuHIkSPWi6ljx44Fju3bt681Nuc/2O+++671+NSpU/PcNjU11axbt64pyaxZs6aZkZHhwaNAcb300kvWP6yFnWCT57Jj7NixVq4WL16c77icJ07r16+3HifXZUevXr2sXP3www95jjlz5oxZvnx5U5LZtGnTXOvIdemSlpZmTpkyJdcnZ905wf7b3/5mjZs0aVKeY7Kyssx27dpZJ+FnzpzJtT4pKcmat3Xr1vmePD/77LPWXP/4xz+Ke6gAAHgNNa6zUeP6J2pc56DG9S/UuKZZToAfWLdunbU8ZMiQAscOGjTIWv7666+t5SVLlkiSgoKCNGrUqDy3rVChgkaPHi1JOnv2rDZu3FjsmOEZ33zzjd59911J0rRp0wodT57LhoyMDC1btkySdM899+jRRx/Nd+wTTzyhcePG6Xe/+51q1KhhPU6uy47sL4CsVKmSmjZtmueYmjVrqlGjRpKko0eP5lpHrkuPDRs26M4779TLL7+sGzduKDAwUK+88opb22bnUZImTJiQ5xjDMPTkk09KktLT0/XZZ5/lWv/3v/9dN27ckCSNHz9ehmHkuZ+JEyfmOS8AAKUFNa5zUeP6J2pcZ6HG9R/UuDfRRILfaNGihUJDQ/N9c85WvXp1azk5OVmSlJKSoj179kiSOnTooMqVK+e7fdeuXa3lNWvWlCRklFBqaqpiY2OVmZmp3r17KzY2tsDx5Lns2Lx5sy5cuCBJGj58eIFj7733Xs2YMUOvv/662rRpI4lclzUhISGSpOvXr1t5/19ZWVk6e/asJCk8PNx6nFyXLosWLdLPP/8sSbrzzju1fft2/fa3v3Vr282bN0uSGjRooCZNmuQ7rqA8btq0yVru1q1bvvto0KCBGjduLEn68ssv3YoPAABfo8Z1Hmpc/0WN6yzUuP6DGvcmmkjwC6NHj9a+fft08eJFxcTEFDj2wIED1nJYWJj1WFZWliSpZcuWBW7fvHlzazkhIaGYEcMTXn75ZR06dEhVq1ZVXFxcoePJc9mRfcIk3fyUVrbLly/rm2++0Zdffql9+/bJNM08tyfXZUv79u0lSaZp6s9//nOeYz799FOdP39ektSzZ0/rcXJd+tSoUUPvv/++9uzZo7vvvtutbU6ePGnlt7A81q1bV6GhoZJc87hv3z5JUuXKlXXrrbcWuJ/s50NycrKOHz/uVpwAAPgKNa4zUeP6L2pcZ6HG9S/UuDSR4DBZWVmaM2eO9Xv2P9w5LxuNjIwscB9Vq1ZVlSpVJEnHjh3zeIxwz7Zt2/TBBx9IkqZOnaq6desWug15Ljv2799vLd922206deqUhg4dqoiICHXo0EG9evVSq1atVL9+fcXFxbmcaJPrsuWZZ56xPqn19ttva+TIkdq3b5+uXbumw4cP66WXXtK4ceMkSfXr19cf/vAHa1tyXbo88cQTOn78uJ5++mkFBQW5vV1R8ijdfB5I0i+//JLr9Z+d16LsI+d2AACUNdS4/oMa179R4zoLNa7/oMa9iSYSHGX69Ok6ePCgJKlx48bWCXb25aPSfz+5VZDs2wVkd5ThW1evXtXw4cOVlZWl3r17a9iwYW5tR57LjuxPTAQHB+vw4cNq0aKFFi5cqOvXr+cad+LECY0ZM8Z6PmQj12VLZGSk1q1bp4YNG8o0TX366adq1aqVKleurKZNm+qdd95RZmam+vfvr23btqlevXrWtuS6dGnXrp0qVapU5O2Km8cbN24oJSVF0s3bPqSnpxd5HxLPBwBA2UWN6x+ocf0fNa6zUOP6D2rcm2giwTF27Nih559/3vp9ypQpCggIkCRdu3bNejw4OLjQfWWPybkdfOeFF17Qzz//7PYl/tnIc9lx+fJlSTcv/e7Tp4/Onz+vvn37aufOnbp+/bpOnTqlGTNmqFq1apKk+fPn680337S2J9dlT/v27fX3v/9dderUyXN9cHCw7rjjDutTVtnItX8obh5zbuuJfQAAUJZQ4/oPalz/R43rPNS4zuZvNS5NJDhCQkKC+vTpY3Vvhw4dqgEDBljrMzIyrOUKFSoUur/sMTdu3PBwpChMfHy8Zs6cKcn9S/yzkeey48qVK5KktLQ0nThxQuPHj9fKlSt11113KTg4WBERERo3bpy2bNlifSLkjTfe0MmTJyWR67Lmxo0bGjZsmO666y6dPHlSd911l9577z0tXbpUH374oTp16qTr16/rrbfeUlRUlH766SdrW3LtH4qbR+m/ufTEPgAAKCuocf0HNa4zUOM6CzUu/K3GpYkEv7dz50517txZycnJkm5+EiD7BC1bxYoVreXsk/CCpKWlSVKR7oWJkrt06ZJGjBgh0zSLdIl/NvJcduS8/2uDBg00bdq0PMe1bNlSL774oqSbOZ03b54kcl3WDBkyRPPnz5ck/e53v9POnTv1zDPPaODAgXryySe1efNmffLJJzIMQydOnFCXLl2sT/KRa/9Q3DxK/82lJ/YBAEBZQI3rP6hxnYMa11moceFvNS5NJPi1NWvWqGvXrtbJdXR0tNasWeNyL8ucl46mpqYWut/sMTlfzPC+Z555RsePH1doaGiRLvHPRp7Ljpy5GjhwoMqXL5/v2MGDB1vL27Ztc9meXJduW7du1ZIlSyRJvXv31uuvv57nuDFjxujJJ5+UdPOLJmfMmCGJXPuL4uZR+m8uPbEPAABKO2pc/0KN6xzUuM5BjQvJ/2pcmkjwW3FxcXrooYesS4Y7dOig+Ph46/6yOeV8zJ0vHrtw4YIkKTw83EPRojBr1qzRnDlzJBX9Ev9s5LnsCAkJsZabNWtW4NgmTZooMDBQkpSYmCiJXJclK1assJYnTZpU4Nhnn33WWl61apUkcu0vipvHChUqKDQ0VNLNk+Tsy/eLsg+J5wMAoGygxvUv1LjOQo3rHNS4kPyvxqWJBL/0yiuvaMyYMcrMzJQk9ezZUxs2bFDVqlXzHN+0aVNr+fjx4wXuOzk52Tppj4yM9Ei8KNzSpUut5REjRsgwjDx/siUkJFiPxcTESCLPZcltt91mLee87D8/2ZfpZmVlSSLXZcnhw4et5VatWhU4tkGDBgoLC5Mk/fzzz5LItb8oSh5zjmnYsGGe+ynKPiSeDwCA0o8a1/9Q4zoLNa5zUONC8r8alyYS/M6ECRM0ZcoU6/fY2FitWrVKlStXznebO+64Q+XK3Xw5HDhwoMD951zfsmXLEkYLXyLPZUfOv/nRo0cLHHvlyhVdu3ZNkqxP75Hrssmdy7OzC+mAgABJ5NpfVKtWTbVr15ZUeB4TExN16dIlSa55bN68uSQpJSVFJ06cKHA/2fPUqFHDmhsAgNKIGhf5Ic9lBzWuM1HjOpe/1bg0keBXXnjhBeseopL00ksvad68edZlwPmpWLGi2rdvL0nasWNHgW/y8fHx1nLnzp1LGDHcNXHiRH322WeF/mSLjIy0HnvjjTckkeeyJOfffPXq1QWO3b59u7UcFRUliVyXJfXq1bOWv/322wLHnjp1SufOnZP030/VkGv/kf2J2p9++km//PJLvuMKymP2PiRp48aN+e7j2LFj1if9eC4AAEozalz/RY3rLNS4zkGNi2x+VeOagJ9YunSpKcn6efvtt4u0/fvvv29tO3369DzHXL9+3axTp44pyaxRo4aZmprqidDhQdk5jIqKynM9eS477rzzTitXq1evzndcr169rHHffvut9Ti5LhuWLVtm5en+++83s7Ky8h37//7f/7PGvv7669bj5Lp0O3LkiJWfvn375jtuxYoV1rjnnnsuzzFZWVlm27ZtTUlmYGCgmZSUlGv9mTNnzICAAFOSedddd+X7fHr66aetuf72t78V+9gAAPAmalyYJjWuP6HGdQZqXP/nxBqXJhL8wpkzZ8xq1apZL5ZJkyYVeR8XLlwww8LCTElmlSpVzJ07d+Zan56ebj766KPWHJMnT/ZQ9PCkwk6wyXPZkfPEKyIiwkxISHAZ8/bbb1tjYmJicq0j12VDenq62bhxYysPTz31lHnjxg2XcUuWLLFOnEJDQ81z585Z68h16ebuCXZ6errZtGlT6+T5888/z7U+KyvLfO6556x9DRs2LM/9jBgxwhrz4osvuqxfuXKl9Vxq0qSJmZGRUaLjAwDAG6hxkY0a139Q4zoDNa7/c2KNa5imG9/mBpRyL7/8st566y1JN+85+cknn1hfQliQBg0aKDo62vp93rx5Gj58uCSpQoUKGj16tDp06KALFy5ozpw52rt3rySpRYsW2rlzpypWrOj5g0GJZN9LNioqysrX/yLPZUdsbKwWLFgg6Wauhg4dql/96ldKT0/XsmXLtH79eklSlSpVtHfvXjVq1CjX9uS6bPjmm28UExNjXabfrFkzPf7442rUqJGSk5P1+eefa82aNZJuvsZXrFihfv365doHuS69jh49qltvvVWS1LdvX61cuTLfsfHx8XrggQeUlZWlcuXKaciQIerWrZuuXbumv/71r9q6daskqXbt2tq7d6/Cw8Nd9nHmzBm1aNFCZ8+elXTz8v/HHntMFStW1Pr167Vo0SJlZWUpICBAGzZsyHV7AAAASgtqXGSjxvUv1LjOQI3r3xxZ43q8LQXYoHbt2rku83f3JzY21mVfb7/9ttW9zeunRYsWZmJiou8PEm7JzlN+n9LKRp7LhszMTHPixImmYRj55qpevXrmnj178t0HuS4btm3bVuh7eUhIiLlixYp890GuSyd3P6WVbeHChWZwcHC+eaxfv765b9++Avexd+9e69YOef1UrFjRXLx4sYeOEAAAz6PGRTZqXP9Cjesc1Lj+y4k1Lk0klHlnz54t1sl1fifYpmmau3fvNocNG2Y2bNjQrFChgnnLLbeYHTp0MKdOnco9Rks5d0+wTZM8lyX//ve/zVGjRpmNGjUyK1asaNaoUcO8++67zffff99MSUkpdHtyXTZcuXLFnDZtmtm5c2ezZs2aZmBgoFmtWjWzffv25muvvZbr8v78kOvSp6gn2KZpmj/++KM5YcIEs3HjxmbFihXNSpUqma1btzZfe+018+LFi27tIyUlxfzjH/9otmnTxgwJCTGDgoLMRo0amWPHjjUPHz5cgiMCAMC7qHGREzWuf6LGdQZqXP/kxBqX29kBAAAAAAAAAADARTm7AwAAAAAAAAAAAEDpQxMJAAAAAAAAAAAALmgiAQAAAAAAAAAAwAVNJAAAAAAAAAAAALigiQQAAAAAAAAAAAAXNJEAAAAAAAAAAADggiYSAAAAAAAAAAAAXNBEAgAAAAAAAAAAgAuaSAAAAAAAAAAAAHBBEwkAAAAAAAAAAAAuaCIBAAAAAAAAAADABU0kAAAAAAAAAAAAuKCJBAAAAAAAAAAAABc0kQAAAAAAAAAAAOCCJhIAoEQiIyNlGIaqVq1qdygAAAAAAJQINS4A5EYTCQAAAAAAAAAAAC5oIgEAAAAAAAAAAMAFTSQAAAAAAAAAAAC4oIkEAAAAAAAAAAAAFzSRAAAAAAAAAAAA4IImEgDAqw4fPqyIiAgZhiHDMPSnP/3J7pAAAAAAACgWalwATkMTCQDgNb/88ou6d++uM2fOSJJef/11vfDCCzZHBQAAAABA0VHjAnAimkgAAK84e/asunfvruPHj0uSfv/73+t3v/udzVEBAAAAAFB01LgAnIomEgDA41JSUtSjRw8dOnRIkvTSSy/pj3/8o81RAQAAAABQdNS4AJyMJhIAwKOuX7+uhx56SHv27JEkPfPMM3rrrbdsjgoAAAAAgKKjxgXgdDSRAAAek5GRod/85jfatm2bJOnJJ5/Ue++9Z3NUAAAAAAAUHTUuAEiGaZqm3UEAAMquyMhIHTt2TCEhIerVq5eWLl0qSQoNDdXJkydVqVIlmyMEAAAAAMA91LgAkBtXIgEAPOLSpUvWybV0857R3CMaAAAAAFAWUeMCwE00kQAAHvXrX/9a1atXlyS99957SkhIsDkiAAAAAACKhxoXgNPRRAIAeMzDDz+s5cuXW18yeuPGDf32t79VZmamzZEBAAAAAFA01LgAQBMJAOAhVapU0ZIlSxQYGKhRo0apQ4cOkqRvv/1WH374oc3RAQAAAADgPmpcALiJJhIAwCMCAgJUvnx5SZJhGJo5c6YCAgIkSb///e917NgxO8MDAAAAAMBt1LgAcBNNJACAV7Ru3VpPPvmkJOnq1asaN26czREBAAAAAFA81LgAnIomEgDAa/74xz+qTp06kqQ1a9Zo8eLFNkcEAAAAAEDxUOMCcCKaSAAAr7nllls0bdo06/ennnpKFy5csC8gAAAAAACKiRoXgBPRRAIAeNWAAQPUo0cPSdKZM2f07LPP2hwRAAAAAADFQ40LwGloIgEAvO7jjz9WcHCwJGnevHmKj4+3OSIAAAAAAIqHGheAkximaZp2BwEAAAAAAAAAAIDShSuRAAAAAAAAAAAA4IImEgAAAAAAAAAAAFzQRAIAAAAAAAAAAIALmkgAAAAAAAAAAABwQRMJAAAAAAAAAAAALmgiAQAAAAAAAAAAwAVNJAAAAAAAAAAAALigiQQAAAAAAAAAAAAXNJEAAAAAAAAAAADggiYSAAAAAAAAAAAAXNBEAgAAAAAAAAAAgAuaSAAAAAAAAAAAAHBBEwkAAAAAAAAAAAAuaCIBAAAAAAAAAADABU0kAAAAAAAAAAAAuKCJBAAAAAAAAAAAABc0kQAAAAAAAAAAAOCCJhIAAAAAAAAAAABc0EQCAAAAAAAAAACAC5pIAAAAAAAAAAAAcPH/AZZTtavgBfnGAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "image/png": {
       "width": 840,
       "height": 366
      }
     }
    }
   ],
   "source": [
    "k = cluster_characteristics['k']\n",
    "no_components = cluster_characteristics['components']\n",
    "Q = cluster_characteristics['Q']\n",
    "\n",
    "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(14, 5))\n",
    "ax1.set_box_aspect(1)\n",
    "ax1.plot(k, no_components, color='k', marker='o', linestyle='dashed', linewidth=1, markersize=5, )\n",
    "ax1.set_xlabel('k')\n",
    "ax1.set_ylabel('No. Components')\n",
    "ax1.set_ylim(0, 15)\n",
    "\n",
    "ax2.set_box_aspect(1)\n",
    "ax2.plot(k, Q, color='k', marker='o', linestyle='dashed', linewidth=1, markersize=5)\n",
    "ax2.set_xlabel('k')\n",
    "ax2.set_ylabel('Q Modularity Score')\n",
    "ax2.set_ylim(0, 1)\n",
    "\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To quantify the similarity in cluster assignments between different $k$ values in order to select a robust $k$, we will use the Rand index. This method compares two clusterings by testing, for every pair of cells, whether they were placed in the same or different clusters. For example, if two cells were assigned to different clusters in Clustering 1, but were clustered together in Clustering 2, this will decrease their Rand index. Alternatively, if they were clustered separately or together in both Clusterings 1 and 2, their Rand index score will increase. The Rand index ranges from 0.0 to 1.0, with 1.0 indicating identical cluster assignments.\n",
    "\n",
    "An example plot is shown below depicting the Rand index measured for all pairs of clustering results for the values of $k$ computed above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:55:27.660051Z",
     "start_time": "2020-09-21T19:55:26.943623Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 640x640 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 535,
       "height": 517
      }
     }
    }
   ],
   "source": [
    "n = len(ks)\n",
    "Rand_indices = pd.DataFrame(np.zeros((n,n)), index = ks, columns = ks)\n",
    "\n",
    "Rand_indices.index.name = 'k1'\n",
    "Rand_indices.columns.name = 'k2'\n",
    "\n",
    "for i in range(n):\n",
    "    for j in range(n):\n",
    "        Rand_indices.iloc[i, j] = adjusted_rand_score(\n",
    "            cluster_characteristics['communities'][i], \n",
    "            cluster_characteristics['communities'][j]\n",
    "        )\n",
    "        \n",
    "plt.figure(figsize = (8,8))\n",
    "sns.heatmap(Rand_indices, cmap=('coolwarm'), square=True, vmin=0, vmax=1).invert_yaxis()\n",
    "sns.set(font_scale=1)\n",
    "plt.xlabel('k1')\n",
    "plt.ylabel('k2')\n",
    "plt.title('Adjusted Rand Score')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use this heatmap to find a region in which the clustering is fairly similar between different values of $k$ - in practice, we typically look for a Rand Index > 0.8 to represent a relatively \"robust\" clustering region. Within that 'robust region', you should choose the lowest $k$ value, to retain as much resolution as possible. Here, we choose $k = 30$ from the relatively stable region wherein $k$ ranges from $30$ to $55$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Additional Note**: Because PhenoGraph relies on heuristic optimization algorithms to perform clustering, clustering assignments between runs of the algorithm may differ. In general, for very modular datasets with clear sub-populations, different function calls with unchanged parameters will have only a small effect. However, in less-structured data (for instance, containing homogenous cells) or data describing cells which lie on a continuum, changes between runs of the PhenoGraph algorithm will be more significant. To illustrate this point, below, we show different cluster assignments for several runs of PhenoGraph, with unchanged parameter settings. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:55:43.210605Z",
     "start_time": "2020-09-21T19:55:27.661616Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Finding 30 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.20209980010986328 seconds\nJaccard graph constructed in 1.4496450424194336 seconds\nWrote graph to binary file in 0.36011791229248047 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.760372\nLouvain completed 21 runs in 1.067214012145996 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.768007755279541 seconds\nFinding 30 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.16313910484313965 seconds\nJaccard graph constructed in 1.3984551429748535 seconds\nWrote graph to binary file in 0.4747889041900635 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.758605\nAfter 2 runs, maximum modularity is Q = 0.760292\nLouvain completed 22 runs in 1.1795809268951416 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.9118218421936035 seconds\nFinding 30 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.15896916389465332 seconds\nJaccard graph constructed in 1.435926914215088 seconds\nWrote graph to binary file in 0.35823798179626465 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.759624\nLouvain completed 21 runs in 1.1143391132354736 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.737084150314331 seconds\nFinding 30 nearest neighbors using minkowski metric and 'auto' algorithm\nNeighbors computed in 0.16855382919311523 seconds\nJaccard graph constructed in 1.404810905456543 seconds\nWrote graph to binary file in 0.3455779552459717 seconds\nRunning Louvain modularity optimization\nAfter 1 runs, maximum modularity is Q = 0.758175\nAfter 2 runs, maximum modularity is Q = 0.760188\nLouvain completed 22 runs in 1.152400016784668 seconds\nSorting communities by size, please wait ...\nPhenoGraph completed in 3.751828908920288 seconds\n"
    }
   ],
   "source": [
    "k = 30 # k to use\n",
    "n_runs = 4 # number of times to run PhenoGraph with unchanged parameters\n",
    "\n",
    "cluster_cols = []\n",
    "\n",
    "for i in range(n_runs):\n",
    "    communities, graph, Q = sc.external.tl.phenograph(pd.DataFrame(adata.obsm['X_pca']),k=k)\n",
    "    cluster_name = 'PhenoGraph_k_' + str(k) + '_run_' + str(i)\n",
    "    adata.obs[cluster_name] = pd.Categorical(communities)\n",
    "    cluster_cols.append(cluster_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:55:44.254825Z",
     "start_time": "2020-09-21T19:55:43.212228Z"
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 960x640 with 4 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 801,
       "height": 573
      }
     }
    }
   ],
   "source": [
    "sc.pl.umap(\n",
    "    adata,\n",
    "    color=cluster_cols,\n",
    "    palette='tab20',\n",
    "    ncols = 2,\n",
    "    wspace=.5, hspace=0.4\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because our dataset is relatively modular, clustering assignments between various runs should show little variation. By inspection, we can see the clustering assignments remain virtually the same between runs. However, to be more precise, we can also quantify their similarity using the Rand index method from above. You should observe high Rand index scores (Adjusted Rand Score > 0.90) for each pair."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-21T19:55:44.508024Z",
     "start_time": "2020-09-21T19:55:44.255978Z"
    }
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 480x480 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "image/png": {
       "width": 418,
       "height": 392
      }
     }
    }
   ],
   "source": [
    "Rand_indices_unchanged_params = pd.DataFrame(np.zeros((n_runs,n_runs)))\n",
    "\n",
    "for i in range(n_runs):\n",
    "    for j in range(n_runs):\n",
    "        Rand_indices_unchanged_params.iloc[i, j] = adjusted_rand_score(\n",
    "            adata.obs[cluster_cols[i]], \n",
    "            adata.obs[cluster_cols[j]]\n",
    "        )\n",
    "        \n",
    "plt.figure(figsize = (6,6))\n",
    "sns.heatmap(Rand_indices_unchanged_params, cmap=('coolwarm'), square=True, vmin=0, vmax=1, annot = True).invert_yaxis()\n",
    "sns.set(font_scale=1)\n",
    "plt.xlabel('Run A')\n",
    "plt.ylabel('Run B')\n",
    "plt.title('Adjusted Rand Score')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.0 64-bit ('phenograph-1.5.7': conda)",
   "language": "python",
   "name": "python_defaultSpec_1601499713284"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0-final"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}